DOMAIN:
Semiconductor manufacturing process
• CONTEXT:
A complex modern semiconductor manufacturing process is normally under constant surveillance via the monitoring of signals/
variables collected from sensors and or process measurement points. However, not all of these signals are equally valuable in a specific
monitoring system. The measured signals contain a combination of useful information, irrelevant information as well as noise. Engineers
typically have a much larger number of signals than are actually required. If we consider each type of signal as a feature, then feature
selection may be applied to identify the most relevant signals. The Process Engineers may then use these signals to determine key factors
contributing to yield excursions downstream in the process. This will enable an increase in process throughput, decreased time to learning
and reduce the per unit production costs. These signals can be used as features to predict the yield type. And by analysing and trying out
different combinations of features, essential signals that are impacting the yield type can be identified.
• DATA DESCRIPTION:
sensor-data.csv : (1567, 592)
The data consists of 1567 examples each with 591 features.
The dataset presented in this case represents a selection of such features where each example represents a single production entity with
associated measured features and the labels represent a simple pass/fail yield for in house line testing. Target column “ –1” corresponds to
a pass and “1” corresponds to a fail and the data time stamp is for that specific test point.
• PROJECT OBJECTIVE:
We will build a classifier to predict the Pass/Fail yield of a particular process entity and analyse whether all the
features are required to build the model or not.
#import libraries that will be used for EDA
import numpy as np
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt
%matplotlib inline
from scipy.stats import zscore
from sklearn.preprocessing import StandardScaler
from sklearn.model_selection import train_test_split
from sklearn import metrics
from sklearn import preprocessing
from sklearn.metrics import average_precision_score, confusion_matrix, accuracy_score, classification_report, plot_confusion_matrix
import warnings
warnings.filterwarnings('ignore')
from sklearn.decomposition import PCA
pd.set_option('display.max_columns', None)
pd.set_option('display.max_rows', None)
Data = pd.read_csv('signal-data.csv')
Data.shape
# We can see that we have huge number of features
(1567, 592)
Data.head()
# We can see that datset contains null values, also we have columns with same value
| Time | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 | 65 | 66 | 67 | 68 | 69 | 70 | 71 | 72 | 73 | 74 | 75 | 76 | 77 | 78 | 79 | 80 | 81 | 82 | 83 | 84 | 85 | 86 | 87 | 88 | 89 | 90 | 91 | 92 | 93 | 94 | 95 | 96 | 97 | 98 | 99 | 100 | 101 | 102 | 103 | 104 | 105 | 106 | 107 | 108 | 109 | 110 | 111 | 112 | 113 | 114 | 115 | 116 | 117 | 118 | 119 | 120 | 121 | 122 | 123 | 124 | 125 | 126 | 127 | 128 | 129 | 130 | 131 | 132 | 133 | 134 | 135 | 136 | 137 | 138 | 139 | 140 | 141 | 142 | 143 | 144 | 145 | 146 | 147 | 148 | 149 | 150 | 151 | 152 | 153 | 154 | 155 | 156 | 157 | 158 | 159 | 160 | 161 | 162 | 163 | 164 | 165 | 166 | 167 | 168 | 169 | 170 | 171 | 172 | 173 | 174 | 175 | 176 | 177 | 178 | 179 | 180 | 181 | 182 | 183 | 184 | 185 | 186 | 187 | 188 | 189 | 190 | 191 | 192 | 193 | 194 | 195 | 196 | 197 | 198 | 199 | 200 | 201 | 202 | 203 | 204 | 205 | 206 | 207 | 208 | 209 | 210 | 211 | 212 | 213 | 214 | 215 | 216 | 217 | 218 | 219 | 220 | 221 | 222 | 223 | 224 | 225 | 226 | 227 | 228 | 229 | 230 | 231 | 232 | 233 | 234 | 235 | 236 | 237 | 238 | 239 | 240 | 241 | 242 | 243 | 244 | 245 | 246 | 247 | 248 | 249 | 250 | 251 | 252 | 253 | 254 | 255 | 256 | 257 | 258 | 259 | 260 | 261 | 262 | 263 | 264 | 265 | 266 | 267 | 268 | 269 | 270 | 271 | 272 | 273 | 274 | 275 | 276 | 277 | 278 | 279 | 280 | 281 | 282 | 283 | 284 | 285 | 286 | 287 | 288 | 289 | 290 | 291 | 292 | 293 | 294 | 295 | 296 | 297 | 298 | 299 | 300 | 301 | 302 | 303 | 304 | 305 | 306 | 307 | 308 | 309 | 310 | 311 | 312 | 313 | 314 | 315 | 316 | 317 | 318 | 319 | 320 | 321 | 322 | 323 | 324 | 325 | 326 | 327 | 328 | 329 | 330 | 331 | 332 | 333 | 334 | 335 | 336 | 337 | 338 | 339 | 340 | 341 | 342 | 343 | 344 | 345 | 346 | 347 | 348 | 349 | 350 | 351 | 352 | 353 | 354 | 355 | 356 | 357 | 358 | 359 | 360 | 361 | 362 | 363 | 364 | 365 | 366 | 367 | 368 | 369 | 370 | 371 | 372 | 373 | 374 | 375 | 376 | 377 | 378 | 379 | 380 | 381 | 382 | 383 | 384 | 385 | 386 | 387 | 388 | 389 | 390 | 391 | 392 | 393 | 394 | 395 | 396 | 397 | 398 | 399 | 400 | 401 | 402 | 403 | 404 | 405 | 406 | 407 | 408 | 409 | 410 | 411 | 412 | 413 | 414 | 415 | 416 | 417 | 418 | 419 | 420 | 421 | 422 | 423 | 424 | 425 | 426 | 427 | 428 | 429 | 430 | 431 | 432 | 433 | 434 | 435 | 436 | 437 | 438 | 439 | 440 | 441 | 442 | 443 | 444 | 445 | 446 | 447 | 448 | 449 | 450 | 451 | 452 | 453 | 454 | 455 | 456 | 457 | 458 | 459 | 460 | 461 | 462 | 463 | 464 | 465 | 466 | 467 | 468 | 469 | 470 | 471 | 472 | 473 | 474 | 475 | 476 | 477 | 478 | 479 | 480 | 481 | 482 | 483 | 484 | 485 | 486 | 487 | 488 | 489 | 490 | 491 | 492 | 493 | 494 | 495 | 496 | 497 | 498 | 499 | 500 | 501 | 502 | 503 | 504 | 505 | 506 | 507 | 508 | 509 | 510 | 511 | 512 | 513 | 514 | 515 | 516 | 517 | 518 | 519 | 520 | 521 | 522 | 523 | 524 | 525 | 526 | 527 | 528 | 529 | 530 | 531 | 532 | 533 | 534 | 535 | 536 | 537 | 538 | 539 | 540 | 541 | 542 | 543 | 544 | 545 | 546 | 547 | 548 | 549 | 550 | 551 | 552 | 553 | 554 | 555 | 556 | 557 | 558 | 559 | 560 | 561 | 562 | 563 | 564 | 565 | 566 | 567 | 568 | 569 | 570 | 571 | 572 | 573 | 574 | 575 | 576 | 577 | 578 | 579 | 580 | 581 | 582 | 583 | 584 | 585 | 586 | 587 | 588 | 589 | Pass/Fail | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2008-07-19 11:55:00 | 3030.93 | 2564.00 | 2187.7333 | 1411.1265 | 1.3602 | 100.0 | 97.6133 | 0.1242 | 1.5005 | 0.0162 | -0.0034 | 0.9455 | 202.4396 | 0.0 | 7.9558 | 414.8710 | 10.0433 | 0.9680 | 192.3963 | 12.5190 | 1.4026 | -5419.00 | 2916.50 | -4043.75 | 751.00 | 0.8955 | 1.7730 | 3.0490 | 64.2333 | 2.0222 | 0.1632 | 3.5191 | 83.3971 | 9.5126 | 50.6170 | 64.2588 | 49.3830 | 66.3141 | 86.9555 | 117.5132 | 61.29 | 4.515 | 70.0 | 352.7173 | 10.1841 | 130.3691 | 723.3092 | 1.3072 | 141.2282 | 1.0 | 624.3145 | 218.3174 | 0.0 | 4.592 | 4.841 | 2834.0 | 0.9317 | 0.9484 | 4.7057 | -1.7264 | 350.9264 | 10.6231 | 108.6427 | 16.1445 | 21.7264 | 29.5367 | 693.7724 | 0.9226 | 148.6009 | 1.0 | 608.1700 | 84.0793 | NaN | NaN | 0.0 | 0.0126 | -0.0206 | 0.0141 | -0.0307 | -0.0083 | -0.0026 | -0.0567 | -0.0044 | 7.2163 | 0.1320 | NaN | 2.3895 | 0.9690 | 1747.6049 | 0.1841 | 8671.9301 | -0.3274 | -0.0055 | -0.0001 | 0.0001 | 0.0003 | -0.2786 | 0.0 | 0.3974 | -0.0251 | 0.0002 | 0.0002 | 0.1350 | -0.0042 | 0.0003 | 0.0056 | 0.0000 | -0.2468 | 0.3196 | NaN | NaN | NaN | NaN | 0.9460 | 0.0 | 748.6115 | 0.9908 | 58.4306 | 0.6002 | 0.9804 | 6.3788 | 15.88 | 2.639 | 15.94 | 15.93 | 0.8656 | 3.353 | 0.4098 | 3.188 | -0.0473 | 0.7243 | 0.9960 | 2.2967 | 1000.7263 | 39.2373 | 123.0 | 111.3 | 75.2 | 46.2000 | 350.6710 | 0.3948 | 0.0 | 6.78 | 0.0034 | 0.0898 | 0.0850 | 0.0358 | 0.0328 | 12.2566 | 0.0 | 4.271 | 10.284 | 0.4734 | 0.0167 | 11.8901 | 0.41 | 0.0506 | NaN | NaN | 1017.0 | 967.0 | 1066.0 | 368.0 | 0.090 | 0.048 | 0.095 | 2.0 | 0.9 | 0.069 | 0.046 | 0.7250 | 0.1139 | 0.3183 | 0.5888 | 0.3184 | 0.9499 | 0.3979 | 0.160 | 0.0 | 0.0 | 20.95 | 0.333 | 12.49 | 16.713 | 0.0803 | 5.72 | 0.0 | 11.19 | 65.363 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.292 | 5.38 | 20.10 | 0.296 | 10.62 | 10.30 | 5.38 | 4.040 | 16.230 | 0.2951 | 8.64 | 0.0 | 10.30 | 97.314 | 0.0 | 0.0772 | 0.0599 | 0.0700 | 0.0547 | 0.0704 | 0.0520 | 0.0301 | 0.1135 | 3.4789 | 0.0010 | NaN | 0.0707 | 0.0211 | 175.2173 | 0.0315 | 1940.3994 | 0.0 | 0.0744 | 0.0546 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0027 | 0.0040 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | 0.0188 | 0.0 | 219.9453 | 0.0011 | 2.8374 | 0.0189 | 0.0050 | 0.4269 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0472 | 40.855 | 4.5152 | 30.9815 | 33.9606 | 22.9057 | 15.9525 | 110.2144 | 0.1310 | 0.0 | 2.5883 | 0.0010 | 0.0319 | 0.0197 | 0.0120 | 0.0109 | 3.9321 | 0.0 | 1.5123 | 3.5811 | 0.1337 | 0.0055 | 3.8447 | 0.1077 | 0.0167 | NaN | NaN | 418.1363 | 398.3185 | 496.1582 | 158.3330 | 0.0373 | 0.0202 | 0.0462 | 0.6083 | 0.3032 | 0.0200 | 0.0174 | 0.2827 | 0.0434 | 0.1342 | 0.2419 | 0.1343 | 0.3670 | 0.1431 | 0.0610 | 0.0 | 0.0 | 0.0 | 6.2698 | 0.1181 | 3.8208 | 5.3737 | 0.0254 | 1.6252 | 0.0 | 3.2461 | 18.0118 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0752 | 1.5989 | 6.5893 | 0.0913 | 3.0911 | 8.4654 | 1.5989 | 1.2293 | 5.3406 | 0.0867 | 2.8551 | 0.0 | 2.9971 | 31.8843 | NaN | NaN | 0.0 | 0.0215 | 0.0274 | 0.0315 | 0.0238 | 0.0206 | 0.0238 | 0.0144 | 0.0491 | 1.2708 | 0.0004 | NaN | 0.0229 | 0.0065 | 55.2039 | 0.0105 | 560.2658 | 0.0 | 0.0170 | 0.0148 | 0.0124 | 0.0114 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0013 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | 0.0055 | 0.0 | 61.5932 | 0.0003 | 0.9967 | 0.0082 | 0.0017 | 0.1437 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0151 | 14.2396 | 1.4392 | 5.6188 | 3.6721 | 2.9329 | 2.1118 | 24.8504 | 29.0271 | 0.0 | 6.9458 | 2.7380 | 5.9846 | 525.0965 | 0.0000 | 3.4641 | 6.0544 | 0.0 | 53.6840 | 2.4788 | 4.7141 | 1.7275 | 6.1800 | 3.2750 | 3.6084 | 18.7673 | 33.1562 | 26.3617 | 49.0013 | 10.0503 | 2.7073 | 3.1158 | 3.1136 | 44.5055 | 42.2737 | 1.3071 | 0.8693 | 1.1975 | 0.6288 | 0.9163 | 0.6448 | 1.4324 | 0.4576 | 0.1362 | 0.0 | 0.0 | 0.0 | 5.9396 | 3.2698 | 9.5805 | 2.3106 | 6.1463 | 4.0502 | 0.0 | 1.7924 | 29.9394 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.2052 | 311.6377 | 5.7277 | 2.7864 | 9.7752 | 63.7987 | 24.7625 | 13.6778 | 2.3394 | 31.9893 | 5.8142 | 0.0 | 1.6936 | 115.7408 | 0.0 | 613.3069 | 291.4842 | 494.6996 | 178.1759 | 843.1138 | 0.0000 | 53.1098 | 0.0000 | 48.2091 | 0.7578 | NaN | 2.9570 | 2.1739 | 10.0261 | 17.1202 | 22.3756 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 64.6707 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | 1.9864 | 0.0 | 29.3804 | 0.1094 | 4.8560 | 3.1406 | 0.5064 | 6.6926 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0570 | 4.0825 | 11.5074 | 0.1096 | 0.0078 | 0.0026 | 7.116 | 1.0616 | 395.570 | 75.752 | 0.4234 | 12.93 | 0.78 | 0.1827 | 5.7349 | 0.3363 | 39.8842 | 3.2687 | 1.0297 | 1.0344 | 0.4385 | 0.1039 | 42.3877 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 533.8500 | 2.1113 | 8.95 | 0.3157 | 3.0624 | 0.1026 | 1.6765 | 14.9509 | NaN | NaN | NaN | NaN | 0.5005 | 0.0118 | 0.0035 | 2.3630 | NaN | NaN | NaN | NaN | -1 |
| 1 | 2008-07-19 12:32:00 | 3095.78 | 2465.14 | 2230.4222 | 1463.6606 | 0.8294 | 100.0 | 102.3433 | 0.1247 | 1.4966 | -0.0005 | -0.0148 | 0.9627 | 200.5470 | 0.0 | 10.1548 | 414.7347 | 9.2599 | 0.9701 | 191.2872 | 12.4608 | 1.3825 | -5441.50 | 2604.25 | -3498.75 | -1640.25 | 1.2973 | 2.0143 | 7.3900 | 68.4222 | 2.2667 | 0.2102 | 3.4171 | 84.9052 | 9.7997 | 50.6596 | 64.2828 | 49.3404 | 64.9193 | 87.5241 | 118.1188 | 78.25 | 2.773 | 70.0 | 352.2445 | 10.0373 | 133.1727 | 724.8264 | 1.2887 | 145.8445 | 1.0 | 631.2618 | 205.1695 | 0.0 | 4.590 | 4.842 | 2853.0 | 0.9324 | 0.9479 | 4.6820 | 0.8073 | 352.0073 | 10.3092 | 113.9800 | 10.9036 | 19.1927 | 27.6301 | 697.1964 | 1.1598 | 154.3709 | 1.0 | 620.3582 | 82.3494 | NaN | NaN | 0.0 | -0.0039 | -0.0198 | 0.0004 | -0.0440 | -0.0358 | -0.0120 | -0.0377 | 0.0017 | 6.8043 | 0.1358 | NaN | 2.3754 | 0.9894 | 1931.6464 | 0.1874 | 8407.0299 | 0.1455 | -0.0015 | 0.0000 | -0.0005 | 0.0001 | 0.5854 | 0.0 | -0.9353 | -0.0158 | -0.0004 | -0.0004 | -0.0752 | -0.0045 | 0.0002 | 0.0015 | 0.0000 | 0.0772 | -0.0903 | NaN | NaN | NaN | NaN | 0.9425 | 0.0 | 731.2517 | 0.9902 | 58.6680 | 0.5958 | 0.9731 | 6.5061 | 15.88 | 2.541 | 15.91 | 15.88 | 0.8703 | 2.771 | 0.4138 | 3.272 | -0.0946 | 0.8122 | 0.9985 | 2.2932 | 998.1081 | 37.9213 | 98.0 | 80.3 | 81.0 | 56.2000 | 219.7679 | 0.2301 | 0.0 | 5.70 | 0.0049 | 0.1356 | 0.0600 | 0.0547 | 0.0204 | 12.3319 | 0.0 | 6.285 | 13.077 | 0.5666 | 0.0144 | 11.8428 | 0.35 | 0.0437 | NaN | NaN | 568.0 | 59.0 | 297.0 | 3277.0 | 0.112 | 0.115 | 0.124 | 2.2 | 1.1 | 0.079 | 0.561 | 1.0498 | 0.1917 | 0.4115 | 0.6582 | 0.4115 | 1.0181 | 0.2315 | 0.325 | 0.0 | 0.0 | 17.99 | 0.439 | 10.14 | 16.358 | 0.0892 | 6.92 | 0.0 | 9.05 | 82.986 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.222 | 3.74 | 19.59 | 0.316 | 11.65 | 8.02 | 3.74 | 3.659 | 15.078 | 0.3580 | 8.96 | 0.0 | 8.02 | 134.250 | 0.0 | 0.0566 | 0.0488 | 0.1651 | 0.1578 | 0.0468 | 0.0987 | 0.0734 | 0.0747 | 3.9578 | 0.0050 | NaN | 0.0761 | 0.0014 | 128.4285 | 0.0238 | 1988.0000 | 0.0 | 0.0203 | 0.0236 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0064 | 0.0036 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | 0.0154 | 0.0 | 193.0287 | 0.0007 | 3.8999 | 0.0187 | 0.0086 | 0.5749 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0411 | 29.743 | 3.6327 | 29.0598 | 28.9862 | 22.3163 | 17.4008 | 83.5542 | 0.0767 | 0.0 | 1.8459 | 0.0012 | 0.0440 | 0.0171 | 0.0154 | 0.0069 | 3.9011 | 0.0 | 2.1016 | 3.9483 | 0.1662 | 0.0049 | 3.7836 | 0.1000 | 0.0139 | NaN | NaN | 233.9865 | 26.5879 | 139.2082 | 1529.7622 | 0.0502 | 0.0561 | 0.0591 | 0.8151 | 0.3464 | 0.0291 | 0.1822 | 0.3814 | 0.0715 | 0.1667 | 0.2630 | 0.1667 | 0.3752 | 0.0856 | 0.1214 | 0.0 | 0.0 | 0.0 | 5.6522 | 0.1417 | 2.9939 | 5.2445 | 0.0264 | 1.8045 | 0.0 | 2.7661 | 23.6230 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0778 | 1.1506 | 5.9247 | 0.0878 | 3.3604 | 7.7421 | 1.1506 | 1.1265 | 5.0108 | 0.1013 | 2.4278 | 0.0 | 2.4890 | 41.7080 | NaN | NaN | 0.0 | 0.0142 | 0.0230 | 0.0768 | 0.0729 | 0.0143 | 0.0513 | 0.0399 | 0.0365 | 1.2474 | 0.0017 | NaN | 0.0248 | 0.0005 | 46.3453 | 0.0069 | 677.1873 | 0.0 | 0.0053 | 0.0059 | 0.0081 | 0.0033 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0022 | 0.0013 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | 0.0049 | 0.0 | 65.0999 | 0.0002 | 1.1655 | 0.0068 | 0.0027 | 0.1921 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0120 | 10.5837 | 1.0323 | 4.3465 | 2.5939 | 3.2858 | 2.5197 | 15.0150 | 27.7464 | 0.0 | 5.5695 | 3.9300 | 9.0604 | 0.0000 | 368.9713 | 2.1196 | 6.1491 | 0.0 | 61.8918 | 3.1531 | 6.1188 | 1.4857 | 6.1911 | 2.8088 | 3.1595 | 10.4383 | 2.2655 | 8.4887 | 199.7866 | 8.6336 | 5.7093 | 1.6779 | 3.2153 | 48.5294 | 37.5793 | 16.4174 | 1.2364 | 1.9562 | 0.8123 | 1.0239 | 0.8340 | 1.5683 | 0.2645 | 0.2751 | 0.0 | 0.0 | 0.0 | 5.1072 | 4.3737 | 7.6142 | 2.2568 | 6.9233 | 4.7448 | 0.0 | 1.4336 | 40.4475 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.7415 | 463.2883 | 5.5652 | 3.0652 | 10.2211 | 73.5536 | 19.4865 | 13.2430 | 2.1627 | 30.8643 | 5.8042 | 0.0 | 1.2928 | 163.0249 | 0.0 | 0.0000 | 246.7762 | 0.0000 | 359.0444 | 130.6350 | 820.7900 | 194.4371 | 0.0000 | 58.1666 | 3.6822 | NaN | 3.2029 | 0.1441 | 6.6487 | 12.6788 | 23.6469 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 141.4365 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | 1.6292 | 0.0 | 26.3970 | 0.0673 | 6.6475 | 3.1310 | 0.8832 | 8.8370 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.7910 | 2.9799 | 9.5796 | 0.1096 | 0.0078 | 0.0026 | 7.116 | 1.3526 | 408.798 | 74.640 | 0.7193 | 16.00 | 1.33 | 0.2829 | 7.1196 | 0.4989 | 53.1836 | 3.9139 | 1.7819 | 0.9634 | 0.1745 | 0.0375 | 18.1087 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 535.0164 | 2.4335 | 5.92 | 0.2653 | 2.0111 | 0.0772 | 1.1065 | 10.9003 | 0.0096 | 0.0201 | 0.0060 | 208.2045 | 0.5019 | 0.0223 | 0.0055 | 4.4447 | 0.0096 | 0.0201 | 0.0060 | 208.2045 | -1 |
| 2 | 2008-07-19 13:17:00 | 2932.61 | 2559.94 | 2186.4111 | 1698.0172 | 1.5102 | 100.0 | 95.4878 | 0.1241 | 1.4436 | 0.0041 | 0.0013 | 0.9615 | 202.0179 | 0.0 | 9.5157 | 416.7075 | 9.3144 | 0.9674 | 192.7035 | 12.5404 | 1.4123 | -5447.75 | 2701.75 | -4047.00 | -1916.50 | 1.3122 | 2.0295 | 7.5788 | 67.1333 | 2.3333 | 0.1734 | 3.5986 | 84.7569 | 8.6590 | 50.1530 | 64.1114 | 49.8470 | 65.8389 | 84.7327 | 118.6128 | 14.37 | 5.434 | 70.0 | 364.3782 | 9.8783 | 131.8027 | 734.7924 | 1.2992 | 141.0845 | 1.0 | 637.2655 | 185.7574 | 0.0 | 4.486 | 4.748 | 2936.0 | 0.9139 | 0.9447 | 4.5873 | 23.8245 | 364.5364 | 10.1685 | 115.6273 | 11.3019 | 16.1755 | 24.2829 | 710.5095 | 0.8694 | 145.8000 | 1.0 | 625.9636 | 84.7681 | 140.6972 | 485.2665 | 0.0 | -0.0078 | -0.0326 | -0.0052 | 0.0213 | -0.0054 | -0.1134 | -0.0182 | 0.0287 | 7.1041 | 0.1362 | NaN | 2.4532 | 0.9880 | 1685.8514 | 0.1497 | 9317.1698 | 0.0553 | 0.0006 | -0.0013 | 0.0000 | 0.0002 | -0.1343 | 0.0 | -0.1427 | 0.1218 | 0.0006 | -0.0001 | 0.0134 | -0.0026 | -0.0016 | -0.0006 | 0.0013 | -0.0301 | -0.0728 | NaN | NaN | NaN | 0.4684 | 0.9231 | 0.0 | 718.5777 | 0.9899 | 58.4808 | 0.6015 | 0.9772 | 6.4527 | 15.90 | 2.882 | 15.94 | 15.95 | 0.8798 | 3.094 | 0.4777 | 3.272 | -0.1892 | 0.8194 | 0.9978 | 2.2592 | 998.4440 | 42.0579 | 89.0 | 126.4 | 96.5 | 45.1001 | 306.0380 | 0.3263 | 0.0 | 8.33 | 0.0038 | 0.0754 | 0.0483 | 0.0619 | 0.0221 | 8.2660 | 0.0 | 4.819 | 8.443 | 0.4909 | 0.0177 | 8.2054 | 0.47 | 0.0497 | NaN | NaN | 562.0 | 788.0 | 759.0 | 2100.0 | 0.187 | 0.117 | 0.068 | 2.1 | 1.4 | 0.123 | 0.319 | 1.0824 | 0.0369 | 0.3141 | 0.5753 | 0.3141 | 0.9677 | 0.2706 | 0.326 | 0.0 | 0.0 | 17.78 | 0.745 | 13.31 | 22.912 | 0.1959 | 9.21 | 0.0 | 17.87 | 60.110 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.139 | 5.09 | 19.75 | 0.949 | 9.71 | 16.73 | 5.09 | 11.059 | 22.624 | 0.1164 | 13.30 | 0.0 | 16.73 | 79.618 | 0.0 | 0.0339 | 0.0494 | 0.0696 | 0.0406 | 0.0401 | 0.0840 | 0.0349 | 0.0718 | 2.4266 | 0.0014 | NaN | 0.0963 | 0.0152 | 182.4956 | 0.0284 | 839.6006 | 0.0 | 0.0192 | 0.0170 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0062 | 0.0040 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 0.1729 | 0.0273 | 0.0 | 104.4042 | 0.0007 | 4.1446 | 0.0733 | 0.0063 | 0.4166 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0487 | 29.621 | 3.9133 | 23.5510 | 41.3837 | 32.6256 | 15.7716 | 97.3868 | 0.1117 | 0.0 | 2.5274 | 0.0012 | 0.0249 | 0.0152 | 0.0157 | 0.0075 | 2.8705 | 0.0 | 1.5306 | 2.5493 | 0.1479 | 0.0059 | 2.8046 | 0.1185 | 0.0167 | NaN | NaN | 251.4536 | 329.6406 | 325.0672 | 902.4576 | 0.0800 | 0.0583 | 0.0326 | 0.6964 | 0.4031 | 0.0416 | 0.1041 | 0.3846 | 0.0151 | 0.1288 | 0.2268 | 0.1288 | 0.3677 | 0.1175 | 0.1261 | 0.0 | 0.0 | 0.0 | 5.7247 | 0.2682 | 3.8541 | 6.1797 | 0.0546 | 2.5680 | 0.0 | 4.6067 | 16.0104 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0243 | 1.5481 | 5.9453 | 0.2777 | 3.1600 | 8.9855 | 1.5481 | 2.9844 | 6.2277 | 0.0353 | 3.7663 | 0.0 | 5.6983 | 24.7959 | 13.5664 | 15.4488 | 0.0 | 0.0105 | 0.0208 | 0.0327 | 0.0171 | 0.0116 | 0.0428 | 0.0154 | 0.0383 | 0.7786 | 0.0005 | NaN | 0.0302 | 0.0046 | 58.0575 | 0.0092 | 283.6616 | 0.0 | 0.0054 | 0.0043 | 0.0030 | 0.0037 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0021 | 0.0015 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 0.0221 | 0.0100 | 0.0 | 28.7334 | 0.0003 | 1.2356 | 0.0190 | 0.0020 | 0.1375 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0190 | 11.4871 | 1.1798 | 4.0782 | 4.3102 | 3.7696 | 2.0627 | 18.0233 | 21.6062 | 0.0 | 8.7236 | 3.0609 | 5.2231 | 0.0000 | 0.0000 | 2.2943 | 4.0917 | 0.0 | 50.6425 | 2.0261 | 5.2707 | 1.8268 | 4.2581 | 3.7479 | 3.5220 | 10.3162 | 29.1663 | 18.7546 | 109.5747 | 14.2503 | 5.7650 | 0.8972 | 3.1281 | 60.0000 | 70.9161 | 8.8647 | 1.2771 | 0.4264 | 0.6263 | 0.8973 | 0.6301 | 1.4698 | 0.3194 | 0.2748 | 0.0 | 0.0 | 0.0 | 4.8795 | 7.5418 | 10.0984 | 3.1182 | 15.0790 | 6.5280 | 0.0 | 2.8042 | 32.3594 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0301 | 21.3645 | 5.4178 | 9.3327 | 8.3977 | 148.0287 | 31.4674 | 45.5423 | 3.1842 | 13.3923 | 9.1221 | 0.0 | 2.6727 | 93.9245 | 0.0 | 434.2674 | 151.7665 | 0.0000 | 190.3869 | 746.9150 | 74.0741 | 191.7582 | 250.1742 | 34.1573 | 1.0281 | NaN | 3.9238 | 1.5357 | 10.8251 | 18.9849 | 9.0113 | 0.0 | 0.0000 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 240.7767 | 244.2748 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 36.9067 | 2.9626 | 0.0 | 14.5293 | 0.0751 | 7.0870 | 12.1831 | 0.6451 | 6.4568 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.1538 | 2.9667 | 9.3046 | 0.1096 | 0.0078 | 0.0026 | 7.116 | 0.7942 | 411.136 | 74.654 | 0.1832 | 16.16 | 0.85 | 0.0857 | 7.1619 | 0.3752 | 23.0713 | 3.9306 | 1.1386 | 1.5021 | 0.3718 | 0.1233 | 24.7524 | 267.064 | 0.9032 | 1.10 | 0.6219 | 0.4122 | 0.2562 | 0.4119 | 68.8489 | 535.0245 | 2.0293 | 11.21 | 0.1882 | 4.0923 | 0.0640 | 2.0952 | 9.2721 | 0.0584 | 0.0484 | 0.0148 | 82.8602 | 0.4958 | 0.0157 | 0.0039 | 3.1745 | 0.0584 | 0.0484 | 0.0148 | 82.8602 | 1 |
| 3 | 2008-07-19 14:43:00 | 2988.72 | 2479.90 | 2199.0333 | 909.7926 | 1.3204 | 100.0 | 104.2367 | 0.1217 | 1.4882 | -0.0124 | -0.0033 | 0.9629 | 201.8482 | 0.0 | 9.6052 | 422.2894 | 9.6924 | 0.9687 | 192.1557 | 12.4782 | 1.4011 | -5468.25 | 2648.25 | -4515.00 | -1657.25 | 1.3137 | 2.0038 | 7.3145 | 62.9333 | 2.6444 | 0.2071 | 3.3813 | 84.9105 | 8.6789 | 50.5100 | 64.1125 | 49.4900 | 65.1951 | 86.6867 | 117.0442 | 76.90 | 1.279 | 70.0 | 363.0273 | 9.9305 | 131.8027 | 733.8778 | 1.3027 | 142.5427 | 1.0 | 637.3727 | 189.9079 | 0.0 | 4.486 | 4.748 | 2936.0 | 0.9139 | 0.9447 | 4.5873 | 24.3791 | 361.4582 | 10.2112 | 116.1818 | 13.5597 | 15.6209 | 23.4736 | 710.4043 | 0.9761 | 147.6545 | 1.0 | 625.2945 | 70.2289 | 160.3210 | 464.9735 | 0.0 | -0.0555 | -0.0461 | -0.0400 | 0.0400 | 0.0676 | -0.1051 | 0.0028 | 0.0277 | 7.5925 | 0.1302 | NaN | 2.4004 | 0.9904 | 1752.0968 | 0.1958 | 8205.7000 | 0.0697 | -0.0003 | -0.0021 | -0.0001 | 0.0002 | 0.0411 | 0.0 | 0.0177 | -0.0195 | -0.0002 | 0.0000 | -0.0699 | -0.0059 | 0.0003 | 0.0003 | 0.0021 | -0.0483 | -0.1180 | NaN | NaN | NaN | 0.4647 | 0.9564 | 0.0 | 709.0867 | 0.9906 | 58.6635 | 0.6016 | 0.9761 | 6.4935 | 15.55 | 3.132 | 15.61 | 15.59 | 1.3660 | 2.480 | 0.5176 | 3.119 | 0.2838 | 0.7244 | 0.9961 | 2.3802 | 980.4510 | 41.1025 | 127.0 | 118.0 | 123.7 | 47.8000 | 162.4320 | 0.1915 | 0.0 | 5.51 | 0.0030 | 0.1140 | 0.0393 | 0.0613 | 0.0190 | 13.2651 | 0.0 | 9.073 | 15.241 | 1.3029 | 0.0150 | 11.9738 | 0.35 | 0.0699 | NaN | NaN | 859.0 | 355.0 | 3433.0 | 3004.0 | 0.068 | 0.108 | 0.100 | 1.7 | 0.9 | 0.086 | 0.241 | 0.9386 | 0.0356 | 0.2618 | 0.4391 | 0.2618 | 0.8567 | 0.2452 | 0.390 | 0.0 | 0.0 | 16.22 | 0.693 | 14.67 | 22.562 | 0.1786 | 5.69 | 0.0 | 18.20 | 52.571 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.139 | 5.92 | 23.60 | 1.264 | 10.63 | 13.56 | 5.92 | 11.382 | 24.320 | 0.3458 | 9.56 | 0.0 | 21.97 | 104.950 | 0.0 | 0.1248 | 0.0463 | 0.1223 | 0.0354 | 0.0708 | 0.0754 | 0.0643 | 0.0932 | 5.5398 | 0.0023 | NaN | 0.0764 | 0.0015 | 152.0885 | 0.0573 | 820.3999 | 0.0 | 0.0152 | 0.0149 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0067 | 0.0040 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 0.0191 | 0.0234 | 0.0 | 94.0954 | 0.0010 | 3.2119 | 0.0406 | 0.0072 | 0.4212 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0513 | 31.830 | 3.1959 | 33.8960 | 37.8477 | 44.3906 | 16.9347 | 50.3631 | 0.0581 | 0.0 | 2.1775 | 0.0007 | 0.0417 | 0.0115 | 0.0172 | 0.0063 | 4.2154 | 0.0 | 2.8960 | 4.0526 | 0.3882 | 0.0049 | 3.9403 | 0.0916 | 0.0245 | NaN | NaN | 415.5048 | 157.0889 | 1572.6896 | 1377.4276 | 0.0285 | 0.0445 | 0.0465 | 0.6305 | 0.3046 | 0.0286 | 0.0824 | 0.3483 | 0.0128 | 0.1004 | 0.1701 | 0.1004 | 0.3465 | 0.0973 | 0.1675 | 0.0 | 0.0 | 0.0 | 5.4440 | 0.2004 | 4.1900 | 6.3329 | 0.0479 | 1.7339 | 0.0 | 4.9660 | 15.7375 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0243 | 1.7317 | 6.6262 | 0.3512 | 3.2699 | 9.4020 | 1.7317 | 3.0672 | 6.6839 | 0.0928 | 3.0229 | 0.0 | 6.3292 | 29.0339 | 8.4026 | 4.8851 | 0.0 | 0.0407 | 0.0198 | 0.0531 | 0.0167 | 0.0224 | 0.0422 | 0.0273 | 0.0484 | 1.8222 | 0.0006 | NaN | 0.0252 | 0.0004 | 45.7058 | 0.0188 | 309.8492 | 0.0 | 0.0046 | 0.0049 | 0.0028 | 0.0034 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0024 | 0.0014 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 0.0038 | 0.0068 | 0.0 | 32.4228 | 0.0003 | 1.1135 | 0.0132 | 0.0023 | 0.1348 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0155 | 13.3972 | 1.1907 | 5.6363 | 3.9482 | 4.9881 | 2.1737 | 17.8537 | 14.5054 | 0.0 | 5.2860 | 2.4643 | 7.6602 | 317.7362 | 0.0000 | 1.9689 | 6.5718 | 0.0 | 94.4594 | 3.6091 | 13.4420 | 1.5441 | 6.2313 | 2.8049 | 4.9898 | 15.7089 | 13.4051 | 76.0354 | 181.2641 | 5.1760 | 5.3899 | 1.3671 | 2.7013 | 34.0336 | 41.5236 | 7.1274 | 1.1054 | 0.4097 | 0.5183 | 0.6849 | 0.5290 | 1.3141 | 0.2829 | 0.3332 | 0.0 | 0.0 | 0.0 | 4.4680 | 6.9785 | 11.1303 | 3.0744 | 13.7105 | 3.9918 | 0.0 | 2.8555 | 27.6824 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0301 | 24.2831 | 6.5291 | 12.3786 | 9.1494 | 100.0021 | 37.8979 | 48.4887 | 3.4234 | 35.4323 | 6.4746 | 0.0 | 3.5135 | 149.4399 | 0.0 | 225.0169 | 100.4883 | 305.7500 | 88.5553 | 104.6660 | 71.7583 | 0.0000 | 336.7660 | 72.9635 | 1.7670 | NaN | 3.1817 | 0.1488 | 8.6804 | 29.2542 | 9.9979 | 0.0 | 0.0000 | 711.6418 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 113.5593 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 4.1200 | 2.4416 | 0.0 | 13.2699 | 0.0977 | 5.4751 | 6.7553 | 0.7404 | 6.4865 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.1565 | 3.2465 | 7.7754 | 0.1096 | 0.0078 | 0.0026 | 7.116 | 1.1650 | 372.822 | 72.442 | 1.8804 | 131.68 | 39.33 | 0.6812 | 56.9303 | 17.4781 | 161.4081 | 35.3198 | 54.2917 | 1.1613 | 0.7288 | 0.2710 | 62.7572 | 268.228 | 0.6511 | 7.32 | 0.1630 | 3.5611 | 0.0670 | 2.7290 | 25.0363 | 530.5682 | 2.0253 | 9.33 | 0.1738 | 2.8971 | 0.0525 | 1.7585 | 8.5831 | 0.0202 | 0.0149 | 0.0044 | 73.8432 | 0.4990 | 0.0103 | 0.0025 | 2.0544 | 0.0202 | 0.0149 | 0.0044 | 73.8432 | -1 |
| 4 | 2008-07-19 15:22:00 | 3032.24 | 2502.87 | 2233.3667 | 1326.5200 | 1.5334 | 100.0 | 100.3967 | 0.1235 | 1.5031 | -0.0031 | -0.0072 | 0.9569 | 201.9424 | 0.0 | 10.5661 | 420.5925 | 10.3387 | 0.9735 | 191.6037 | 12.4735 | 1.3888 | -5476.25 | 2635.25 | -3987.50 | 117.00 | 1.2887 | 1.9912 | 7.2748 | 62.8333 | 3.1556 | 0.2696 | 3.2728 | 86.3269 | 8.7677 | 50.2480 | 64.1511 | 49.7520 | 66.1542 | 86.1468 | 121.4364 | 76.39 | 2.209 | 70.0 | 353.3400 | 10.4091 | 176.3136 | 789.7523 | 1.0341 | 138.0882 | 1.0 | 667.7418 | 233.5491 | 0.0 | 4.624 | 4.894 | 2865.0 | 0.9298 | 0.9449 | 4.6414 | -12.2945 | 355.0809 | 9.7948 | 144.0191 | 21.9782 | 32.2945 | 44.1498 | 745.6025 | 0.9256 | 146.6636 | 1.0 | 645.7636 | 65.8417 | NaN | NaN | 0.0 | -0.0534 | 0.0183 | -0.0167 | -0.0449 | 0.0034 | -0.0178 | -0.0123 | -0.0048 | 7.5017 | 0.1342 | NaN | 2.4530 | 0.9902 | 1828.3846 | 0.1829 | 9014.4600 | 0.0448 | -0.0077 | -0.0001 | -0.0001 | -0.0001 | 0.2189 | 0.0 | -0.6704 | -0.0167 | 0.0004 | -0.0003 | 0.0696 | -0.0045 | 0.0002 | 0.0078 | 0.0000 | -0.0799 | -0.2038 | NaN | NaN | NaN | NaN | 0.9424 | 0.0 | 796.5950 | 0.9908 | 58.3858 | 0.5913 | 0.9628 | 6.3551 | 15.75 | 3.148 | 15.73 | 15.71 | 0.9460 | 3.027 | 0.5328 | 3.299 | -0.5677 | 0.7780 | 1.0010 | 2.3715 | 993.1274 | 38.1448 | 119.0 | 143.2 | 123.1 | 48.8000 | 296.3030 | 0.3744 | 0.0 | 3.64 | 0.0041 | 0.0634 | 0.0451 | 0.0623 | 0.0240 | 14.2354 | 0.0 | 9.005 | 12.506 | 0.4434 | 0.0126 | 13.9047 | 0.43 | 0.0538 | NaN | NaN | 699.0 | 283.0 | 1747.0 | 1443.0 | 0.147 | 0.040 | 0.113 | 3.9 | 0.8 | 0.101 | 0.499 | 0.5760 | 0.0631 | 0.3053 | 0.5830 | 0.3053 | 0.8285 | 0.1308 | 0.922 | 0.0 | 0.0 | 15.24 | 0.282 | 10.85 | 37.715 | 0.1189 | 3.98 | 0.0 | 25.54 | 72.149 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.250 | 5.52 | 15.76 | 0.519 | 10.71 | 19.77 | 5.52 | 8.446 | 33.832 | 0.3951 | 9.09 | 0.0 | 19.77 | 92.307 | 0.0 | 0.0915 | 0.0506 | 0.0769 | 0.1079 | 0.0797 | 0.1047 | 0.0924 | 0.1015 | 4.1338 | 0.0030 | NaN | 0.0802 | 0.0004 | 69.1510 | 0.1970 | 1406.4004 | 0.0 | 0.0227 | 0.0272 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0067 | 0.0031 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | 0.0240 | 0.0 | 149.2172 | 0.0006 | 2.5775 | 0.0177 | 0.0214 | 0.4051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0488 | 19.862 | 3.6163 | 34.1250 | 55.9626 | 53.0876 | 17.4864 | 88.7672 | 0.1092 | 0.0 | 1.0929 | 0.0013 | 0.0257 | 0.0116 | 0.0163 | 0.0080 | 4.4239 | 0.0 | 3.2376 | 3.6536 | 0.1293 | 0.0040 | 4.3474 | 0.1275 | 0.0181 | NaN | NaN | 319.1252 | 128.0296 | 799.5884 | 628.3083 | 0.0755 | 0.0181 | 0.0476 | 1.3500 | 0.2698 | 0.0320 | 0.1541 | 0.2155 | 0.0310 | 0.1354 | 0.2194 | 0.1354 | 0.3072 | 0.0582 | 0.3574 | 0.0 | 0.0 | 0.0 | 4.8956 | 0.0766 | 2.9130 | 11.0583 | 0.0327 | 1.1229 | 0.0 | 7.3296 | 23.1160 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0822 | 1.6216 | 4.7279 | 0.1773 | 3.1550 | 9.7777 | 1.6216 | 2.5923 | 10.5352 | 0.1301 | 3.0939 | 0.0 | 6.3767 | 32.0537 | NaN | NaN | 0.0 | 0.0246 | 0.0221 | 0.0329 | 0.0522 | 0.0256 | 0.0545 | 0.0476 | 0.0463 | 1.5530 | 0.0010 | NaN | 0.0286 | 0.0001 | 21.0312 | 0.0573 | 494.7368 | 0.0 | 0.0063 | 0.0077 | 0.0052 | 0.0027 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0025 | 0.0012 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | 0.0089 | 0.0 | 57.2692 | 0.0002 | 0.8495 | 0.0065 | 0.0077 | 0.1356 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0165 | 7.1493 | 1.1704 | 5.3823 | 4.7226 | 4.9184 | 2.1850 | 22.3369 | 24.4142 | 0.0 | 3.6256 | 3.3208 | 4.2178 | 0.0000 | 866.0295 | 2.5046 | 7.0492 | 0.0 | 85.2255 | 2.9734 | 4.2892 | 1.2943 | 7.2570 | 3.4473 | 3.8754 | 12.7642 | 10.7390 | 43.8119 | 0.0000 | 11.4064 | 2.0088 | 1.5533 | 6.2069 | 25.3521 | 37.4691 | 15.2470 | 0.6672 | 0.7198 | 0.6076 | 0.9088 | 0.6136 | 1.2524 | 0.1518 | 0.7592 | 0.0 | 0.0 | 0.0 | 4.3131 | 2.7092 | 6.1538 | 4.7756 | 11.4945 | 2.8822 | 0.0 | 3.8248 | 30.8924 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5.3863 | 44.8980 | 4.4384 | 5.2987 | 7.4365 | 89.9529 | 17.0927 | 19.1303 | 4.5375 | 42.6838 | 6.1979 | 0.0 | 3.0615 | 140.1953 | 0.0 | 171.4486 | 276.8810 | 461.8619 | 240.1781 | 0.0000 | 587.3773 | 748.1781 | 0.0000 | 55.1057 | 2.2358 | NaN | 3.2712 | 0.0372 | 3.7821 | 107.6905 | 15.6016 | 0.0 | 293.1396 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 148.0663 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | 2.5512 | 0.0 | 18.7319 | 0.0616 | 4.4146 | 2.9954 | 2.2181 | 6.3745 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0579 | 1.9999 | 9.4805 | 0.1096 | 0.0078 | 0.0026 | 7.116 | 1.4636 | 399.914 | 79.156 | 1.0388 | 19.63 | 1.98 | 0.4287 | 9.7608 | 0.8311 | 70.9706 | 4.9086 | 2.5014 | 0.9778 | 0.2156 | 0.0461 | 22.0500 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 532.0155 | 2.0275 | 8.83 | 0.2224 | 3.1776 | 0.0706 | 1.6597 | 10.9698 | NaN | NaN | NaN | NaN | 0.4800 | 0.4766 | 0.1045 | 99.3032 | 0.0202 | 0.0149 | 0.0044 | 73.8432 | -1 |
Data.isnull().sum().sum()
# we can see that total of 41951 data is missing in entire data set
41951
Data.info()
# We can see that we have float64(590), int64(1), object(1) data types in our data set
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1567 entries, 0 to 1566 Columns: 592 entries, Time to Pass/Fail dtypes: float64(590), int64(1), object(1) memory usage: 7.1+ MB
Data.isnull().sum()
Time 0 0 6 1 7 2 14 3 14 4 14 5 14 6 14 7 9 8 2 9 2 10 2 11 2 12 2 13 3 14 3 15 3 16 3 17 3 18 3 19 10 20 0 21 2 22 2 23 2 24 2 25 2 26 2 27 2 28 2 29 2 30 2 31 2 32 1 33 1 34 1 35 1 36 1 37 1 38 1 39 1 40 24 41 24 42 1 43 1 44 1 45 1 46 1 47 1 48 1 49 1 50 1 51 1 52 1 53 4 54 4 55 4 56 4 57 4 58 4 59 7 60 6 61 6 62 6 63 7 64 7 65 7 66 6 67 6 68 6 69 6 70 6 71 6 72 794 73 794 74 6 75 24 76 24 77 24 78 24 79 24 80 24 81 24 82 24 83 1 84 12 85 1341 86 0 87 0 88 0 89 51 90 51 91 6 92 2 93 2 94 6 95 6 96 6 97 6 98 6 99 6 100 6 101 6 102 6 103 2 104 2 105 6 106 6 107 6 108 6 109 1018 110 1018 111 1018 112 715 113 0 114 0 115 0 116 0 117 0 118 24 119 0 120 0 121 9 122 9 123 9 124 9 125 9 126 9 127 9 128 9 129 9 130 9 131 9 132 8 133 8 134 8 135 5 136 6 137 7 138 14 139 14 140 14 141 14 142 14 143 9 144 2 145 2 146 2 147 2 148 2 149 3 150 3 151 3 152 3 153 3 154 3 155 10 156 0 157 1429 158 1429 159 2 160 2 161 2 162 2 163 2 164 2 165 2 166 2 167 2 168 2 169 2 170 1 171 1 172 1 173 1 174 1 175 1 176 1 177 1 178 24 179 1 180 1 181 1 182 1 183 1 184 1 185 1 186 1 187 1 188 1 189 1 190 4 191 4 192 4 193 4 194 4 195 4 196 7 197 6 198 6 199 6 200 7 201 7 202 7 203 6 204 6 205 6 206 6 207 6 208 6 209 6 210 24 211 24 212 24 213 24 214 24 215 24 216 24 217 24 218 1 219 12 220 1341 221 0 222 0 223 0 224 51 225 51 226 6 227 2 228 2 229 6 230 6 231 6 232 6 233 6 234 6 235 6 236 6 237 6 238 2 239 2 240 6 241 6 242 6 243 6 244 1018 245 1018 246 1018 247 715 248 0 249 0 250 0 251 0 252 0 253 24 254 0 255 0 256 9 257 9 258 9 259 9 260 9 261 9 262 9 263 9 264 9 265 9 266 9 267 8 268 8 269 8 270 5 271 6 272 7 273 14 274 14 275 14 276 14 277 14 278 9 279 2 280 2 281 2 282 2 283 2 284 3 285 3 286 3 287 3 288 3 289 3 290 10 291 0 292 1429 293 1429 294 2 295 2 296 2 297 2 298 2 299 2 300 2 301 2 302 2 303 2 304 2 305 1 306 1 307 1 308 1 309 1 310 1 311 1 312 1 313 24 314 24 315 1 316 1 317 1 318 1 319 1 320 1 321 1 322 1 323 1 324 1 325 1 326 4 327 4 328 4 329 4 330 4 331 4 332 7 333 6 334 6 335 6 336 7 337 7 338 7 339 6 340 6 341 6 342 6 343 6 344 6 345 794 346 794 347 6 348 24 349 24 350 24 351 24 352 24 353 24 354 24 355 24 356 1 357 12 358 1341 359 0 360 0 361 0 362 51 363 51 364 6 365 2 366 2 367 6 368 6 369 6 370 6 371 6 372 6 373 6 374 6 375 6 376 2 377 2 378 6 379 6 380 6 381 6 382 1018 383 1018 384 1018 385 715 386 0 387 0 388 0 389 0 390 0 391 24 392 0 393 0 394 9 395 9 396 9 397 9 398 9 399 9 400 9 401 9 402 9 403 9 404 9 405 8 406 8 407 8 408 5 409 6 410 7 411 14 412 14 413 14 414 14 415 14 416 9 417 2 418 2 419 2 420 2 421 2 422 3 423 3 424 3 425 3 426 3 427 3 428 10 429 0 430 2 431 2 432 2 433 2 434 2 435 2 436 2 437 2 438 2 439 2 440 2 441 1 442 1 443 1 444 1 445 1 446 1 447 1 448 1 449 24 450 24 451 1 452 1 453 1 454 1 455 1 456 1 457 1 458 1 459 1 460 1 461 1 462 4 463 4 464 4 465 4 466 4 467 4 468 7 469 6 470 6 471 6 472 7 473 7 474 7 475 6 476 6 477 6 478 6 479 6 480 6 481 6 482 24 483 24 484 24 485 24 486 24 487 24 488 24 489 24 490 1 491 12 492 1341 493 0 494 0 495 0 496 51 497 51 498 6 499 2 500 2 501 6 502 6 503 6 504 6 505 6 506 6 507 6 508 6 509 6 510 2 511 2 512 6 513 6 514 6 515 6 516 1018 517 1018 518 1018 519 715 520 0 521 0 522 0 523 0 524 0 525 24 526 0 527 0 528 9 529 9 530 9 531 9 532 9 533 9 534 9 535 9 536 9 537 9 538 9 539 8 540 8 541 8 542 2 543 2 544 2 545 2 546 260 547 260 548 260 549 260 550 260 551 260 552 260 553 260 554 260 555 260 556 260 557 260 558 1 559 1 560 1 561 1 562 273 563 273 564 273 565 273 566 273 567 273 568 273 569 273 570 0 571 0 572 0 573 0 574 0 575 0 576 0 577 0 578 949 579 949 580 949 581 949 582 1 583 1 584 1 585 1 586 1 587 1 588 1 589 1 Pass/Fail 0 dtype: int64
# We can see that many columns have too many null values, so columns which have null values more than 70% can be droppped
# as majority of the data is missing imputing and creating majority of the artificial data is of no use in above case
# SO columns having null values more than roughly 1000 can be dropped
counter = 0
for columns in Data.columns:
if Data[columns].isnull().sum() >= 1000:
counter = counter + 1
print( columns , 'Column has', Data[columns].isnull().sum() , ' null values, hence can be dropped')
del Data[columns]
print('New shape of the data set after deleting above', counter ,' columns is', Data.shape)
85 Column has 1341 null values, hence can be dropped 109 Column has 1018 null values, hence can be dropped 110 Column has 1018 null values, hence can be dropped 111 Column has 1018 null values, hence can be dropped 157 Column has 1429 null values, hence can be dropped 158 Column has 1429 null values, hence can be dropped 220 Column has 1341 null values, hence can be dropped 244 Column has 1018 null values, hence can be dropped 245 Column has 1018 null values, hence can be dropped 246 Column has 1018 null values, hence can be dropped 292 Column has 1429 null values, hence can be dropped 293 Column has 1429 null values, hence can be dropped 358 Column has 1341 null values, hence can be dropped 382 Column has 1018 null values, hence can be dropped 383 Column has 1018 null values, hence can be dropped 384 Column has 1018 null values, hence can be dropped 492 Column has 1341 null values, hence can be dropped 516 Column has 1018 null values, hence can be dropped 517 Column has 1018 null values, hence can be dropped 518 Column has 1018 null values, hence can be dropped New shape of the data set after deleting above 20 columns is (1567, 572)
# we wont be requiring time column to classify condutor into pass or fail category, hence we can drop time column too
Data.drop(labels = 'Time', axis = 1, inplace = True)
Data.shape
(1567, 571)
Data.describe().T
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| 0 | 1561.0 | 3014.452896 | 73.621787 | 2743.2400 | 2966.260000 | 3011.49000 | 3056.650000 | 3356.3500 |
| 1 | 1560.0 | 2495.850231 | 80.407705 | 2158.7500 | 2452.247500 | 2499.40500 | 2538.822500 | 2846.4400 |
| 2 | 1553.0 | 2200.547318 | 29.513152 | 2060.6600 | 2181.044400 | 2201.06670 | 2218.055500 | 2315.2667 |
| 3 | 1553.0 | 1396.376627 | 441.691640 | 0.0000 | 1081.875800 | 1285.21440 | 1591.223500 | 3715.0417 |
| 4 | 1553.0 | 4.197013 | 56.355540 | 0.6815 | 1.017700 | 1.31680 | 1.525700 | 1114.5366 |
| 5 | 1553.0 | 100.000000 | 0.000000 | 100.0000 | 100.000000 | 100.00000 | 100.000000 | 100.0000 |
| 6 | 1553.0 | 101.112908 | 6.237214 | 82.1311 | 97.920000 | 101.51220 | 104.586700 | 129.2522 |
| 7 | 1558.0 | 0.121822 | 0.008961 | 0.0000 | 0.121100 | 0.12240 | 0.123800 | 0.1286 |
| 8 | 1565.0 | 1.462862 | 0.073897 | 1.1910 | 1.411200 | 1.46160 | 1.516900 | 1.6564 |
| 9 | 1565.0 | -0.000841 | 0.015116 | -0.0534 | -0.010800 | -0.00130 | 0.008400 | 0.0749 |
| 10 | 1565.0 | 0.000146 | 0.009302 | -0.0349 | -0.005600 | 0.00040 | 0.005900 | 0.0530 |
| 11 | 1565.0 | 0.964353 | 0.012452 | 0.6554 | 0.958100 | 0.96580 | 0.971300 | 0.9848 |
| 12 | 1565.0 | 199.956809 | 3.257276 | 182.0940 | 198.130700 | 199.53560 | 202.007100 | 272.0451 |
| 13 | 1564.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 14 | 1564.0 | 9.005371 | 2.796596 | 2.2493 | 7.094875 | 8.96700 | 10.861875 | 19.5465 |
| 15 | 1564.0 | 413.086035 | 17.221095 | 333.4486 | 406.127400 | 412.21910 | 419.089275 | 824.9271 |
| 16 | 1564.0 | 9.907603 | 2.403867 | 4.4696 | 9.567625 | 9.85175 | 10.128175 | 102.8677 |
| 17 | 1564.0 | 0.971444 | 0.012062 | 0.5794 | 0.968200 | 0.97260 | 0.976800 | 0.9848 |
| 18 | 1564.0 | 190.047354 | 2.781041 | 169.1774 | 188.299825 | 189.66420 | 192.189375 | 215.5977 |
| 19 | 1557.0 | 12.481034 | 0.217965 | 9.8773 | 12.460000 | 12.49960 | 12.547100 | 12.9898 |
| 20 | 1567.0 | 1.405054 | 0.016737 | 1.1797 | 1.396500 | 1.40600 | 1.415000 | 1.4534 |
| 21 | 1565.0 | -5618.393610 | 626.822178 | -7150.2500 | -5933.250000 | -5523.25000 | -5356.250000 | 0.0000 |
| 22 | 1565.0 | 2699.378435 | 295.498535 | 0.0000 | 2578.000000 | 2664.00000 | 2841.750000 | 3656.2500 |
| 23 | 1565.0 | -3806.299734 | 1380.162148 | -9986.7500 | -4371.750000 | -3820.75000 | -3352.750000 | 2363.0000 |
| 24 | 1565.0 | -298.598136 | 2902.690117 | -14804.5000 | -1476.000000 | -78.75000 | 1377.250000 | 14106.0000 |
| 25 | 1565.0 | 1.203845 | 0.177600 | 0.0000 | 1.094800 | 1.28300 | 1.304300 | 1.3828 |
| 26 | 1565.0 | 1.938477 | 0.189495 | 0.0000 | 1.906500 | 1.98650 | 2.003200 | 2.0528 |
| 27 | 1565.0 | 6.638628 | 1.244249 | 0.0000 | 5.263700 | 7.26470 | 7.329700 | 7.6588 |
| 28 | 1565.0 | 69.499532 | 3.461181 | 59.4000 | 67.377800 | 69.15560 | 72.266700 | 77.9000 |
| 29 | 1565.0 | 2.366197 | 0.408694 | 0.6667 | 2.088900 | 2.37780 | 2.655600 | 3.5111 |
| 30 | 1565.0 | 0.184159 | 0.032944 | 0.0341 | 0.161700 | 0.18670 | 0.207100 | 0.2851 |
| 31 | 1565.0 | 3.673189 | 0.535322 | 2.0698 | 3.362700 | 3.43100 | 3.531300 | 4.8044 |
| 32 | 1566.0 | 85.337469 | 2.026549 | 83.1829 | 84.490500 | 85.13545 | 85.741900 | 105.6038 |
| 33 | 1566.0 | 8.960279 | 1.344456 | 7.6032 | 8.580000 | 8.76980 | 9.060600 | 23.3453 |
| 34 | 1566.0 | 50.582639 | 1.182618 | 49.8348 | 50.252350 | 50.39640 | 50.578800 | 59.7711 |
| 35 | 1566.0 | 64.555787 | 2.574749 | 63.6774 | 64.024800 | 64.16580 | 64.344700 | 94.2641 |
| 36 | 1566.0 | 49.417370 | 1.182619 | 40.2289 | 49.421200 | 49.60360 | 49.747650 | 50.1652 |
| 37 | 1566.0 | 66.221274 | 0.304141 | 64.9193 | 66.040650 | 66.23180 | 66.343275 | 67.9586 |
| 38 | 1566.0 | 86.836577 | 0.446756 | 84.7327 | 86.578300 | 86.82070 | 87.002400 | 88.4188 |
| 39 | 1566.0 | 118.679554 | 1.807221 | 111.7128 | 118.015600 | 118.39930 | 118.939600 | 133.3898 |
| 40 | 1543.0 | 67.904909 | 24.062943 | 1.4340 | 74.800000 | 78.29000 | 80.200000 | 86.1200 |
| 41 | 1543.0 | 3.353066 | 2.360425 | -0.0759 | 2.690000 | 3.07400 | 3.521000 | 37.8800 |
| 42 | 1566.0 | 70.000000 | 0.000000 | 70.0000 | 70.000000 | 70.00000 | 70.000000 | 70.0000 |
| 43 | 1566.0 | 355.538904 | 6.234706 | 342.7545 | 350.801575 | 353.72090 | 360.772250 | 377.2973 |
| 44 | 1566.0 | 10.031165 | 0.175038 | 9.4640 | 9.925425 | 10.03485 | 10.152475 | 11.0530 |
| 45 | 1566.0 | 136.743060 | 7.849247 | 108.8464 | 130.728875 | 136.40000 | 142.098225 | 176.3136 |
| 46 | 1566.0 | 733.672811 | 12.170315 | 699.8139 | 724.442300 | 733.45000 | 741.454500 | 789.7523 |
| 47 | 1566.0 | 1.177958 | 0.189637 | 0.4967 | 0.985000 | 1.25105 | 1.340350 | 1.5111 |
| 48 | 1566.0 | 139.972231 | 4.524251 | 125.7982 | 136.926800 | 140.00775 | 143.195700 | 163.2509 |
| 49 | 1566.0 | 1.000000 | 0.000000 | 1.0000 | 1.000000 | 1.00000 | 1.000000 | 1.0000 |
| 50 | 1566.0 | 632.254197 | 8.643985 | 607.3927 | 625.928425 | 631.37090 | 638.136325 | 667.7418 |
| 51 | 1566.0 | 157.420991 | 60.925108 | 40.2614 | 115.508975 | 183.31815 | 206.977150 | 258.5432 |
| 52 | 1566.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 53 | 1563.0 | 4.592971 | 0.054950 | 3.7060 | 4.574000 | 4.59600 | 4.617000 | 4.7640 |
| 54 | 1563.0 | 4.838523 | 0.059581 | 3.9320 | 4.816000 | 4.84300 | 4.869000 | 5.0110 |
| 55 | 1563.0 | 2856.172105 | 25.749317 | 2801.0000 | 2836.000000 | 2854.00000 | 2874.000000 | 2936.0000 |
| 56 | 1563.0 | 0.928849 | 0.006807 | 0.8755 | 0.925450 | 0.93100 | 0.933100 | 0.9378 |
| 57 | 1563.0 | 0.949215 | 0.004176 | 0.9319 | 0.946650 | 0.94930 | 0.952000 | 0.9598 |
| 58 | 1563.0 | 4.593312 | 0.085095 | 4.2199 | 4.531900 | 4.57270 | 4.668600 | 4.8475 |
| 59 | 1560.0 | 2.960241 | 9.532220 | -28.9882 | -1.871575 | 0.94725 | 4.385225 | 168.1455 |
| 60 | 1561.0 | 355.159094 | 6.027889 | 324.7145 | 350.596400 | 353.79910 | 359.673600 | 373.8664 |
| 61 | 1561.0 | 10.423143 | 0.274877 | 9.4611 | 10.283000 | 10.43670 | 10.591600 | 11.7849 |
| 62 | 1561.0 | 116.502329 | 8.629022 | 81.4900 | 112.022700 | 116.21180 | 120.927300 | 287.1509 |
| 63 | 1560.0 | 13.989927 | 7.119863 | 1.6591 | 10.364300 | 13.24605 | 16.376100 | 188.0923 |
| 64 | 1560.0 | 20.542109 | 4.977467 | 6.4482 | 17.364800 | 20.02135 | 22.813625 | 48.9882 |
| 65 | 1560.0 | 27.131816 | 7.121703 | 4.3080 | 23.056425 | 26.26145 | 29.914950 | 118.0836 |
| 66 | 1561.0 | 706.668523 | 11.623078 | 632.4226 | 698.770200 | 706.45360 | 714.597000 | 770.6084 |
| 67 | 1561.0 | 16.715444 | 307.502293 | 0.4137 | 0.890700 | 0.97830 | 1.065000 | 7272.8283 |
| 68 | 1561.0 | 147.437578 | 4.240095 | 87.0255 | 145.237300 | 147.59730 | 149.959100 | 167.8309 |
| 69 | 1561.0 | 1.000000 | 0.000000 | 1.0000 | 1.000000 | 1.00000 | 1.000000 | 1.0000 |
| 70 | 1561.0 | 619.101687 | 9.539190 | 581.7773 | 612.774500 | 619.03270 | 625.170000 | 722.6018 |
| 71 | 1561.0 | 104.329033 | 31.651899 | 21.4332 | 87.484200 | 102.60430 | 115.498900 | 238.4775 |
| 72 | 773.0 | 150.361552 | 18.388481 | -59.4777 | 145.305300 | 152.29720 | 158.437800 | 175.4132 |
| 73 | 773.0 | 468.020404 | 17.629886 | 456.0447 | 464.458100 | 466.08170 | 467.889900 | 692.4256 |
| 74 | 1561.0 | 0.002688 | 0.106190 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 4.1955 |
| 75 | 1543.0 | -0.006903 | 0.022292 | -0.1049 | -0.019550 | -0.00630 | 0.007100 | 0.2315 |
| 76 | 1543.0 | -0.029390 | 0.033203 | -0.1862 | -0.051900 | -0.02890 | -0.006500 | 0.0723 |
| 77 | 1543.0 | -0.007041 | 0.031368 | -0.1046 | -0.029500 | -0.00990 | 0.009250 | 0.1331 |
| 78 | 1543.0 | -0.013643 | 0.047872 | -0.3482 | -0.047600 | -0.01250 | 0.012200 | 0.2492 |
| 79 | 1543.0 | 0.003458 | 0.023080 | -0.0568 | -0.010800 | 0.00060 | 0.013200 | 0.1013 |
| 80 | 1543.0 | -0.018531 | 0.049226 | -0.1437 | -0.044500 | -0.00870 | 0.009100 | 0.1186 |
| 81 | 1543.0 | -0.021153 | 0.017021 | -0.0982 | -0.027200 | -0.01960 | -0.012000 | 0.0584 |
| 82 | 1543.0 | 0.006055 | 0.036074 | -0.2129 | -0.018000 | 0.00760 | 0.026900 | 0.1437 |
| 83 | 1566.0 | 7.452067 | 0.516251 | 5.8257 | 7.104225 | 7.46745 | 7.807625 | 8.9904 |
| 84 | 1555.0 | 0.133108 | 0.005051 | 0.1174 | 0.129800 | 0.13300 | 0.136300 | 0.1505 |
| 86 | 1567.0 | 2.401872 | 0.037332 | 2.2425 | 2.376850 | 2.40390 | 2.428600 | 2.5555 |
| 87 | 1567.0 | 0.982420 | 0.012848 | 0.7749 | 0.975800 | 0.98740 | 0.989700 | 0.9935 |
| 88 | 1567.0 | 1807.815021 | 53.537262 | 1627.4714 | 1777.470300 | 1809.24920 | 1841.873000 | 2105.1823 |
| 89 | 1516.0 | 0.188703 | 0.052373 | 0.1113 | 0.169375 | 0.19010 | 0.200425 | 1.4727 |
| 90 | 1516.0 | 8827.536865 | 396.313662 | 7397.3100 | 8564.689975 | 8825.43510 | 9065.432400 | 10746.6000 |
| 91 | 1561.0 | 0.002440 | 0.087683 | -0.3570 | -0.042900 | 0.00000 | 0.050700 | 0.3627 |
| 92 | 1565.0 | 0.000507 | 0.003231 | -0.0126 | -0.001200 | 0.00040 | 0.002000 | 0.0281 |
| 93 | 1565.0 | -0.000541 | 0.003010 | -0.0171 | -0.001600 | -0.00020 | 0.001000 | 0.0133 |
| 94 | 1561.0 | -0.000029 | 0.000174 | -0.0020 | -0.000100 | 0.00000 | 0.000100 | 0.0011 |
| 95 | 1561.0 | 0.000060 | 0.000104 | -0.0009 | 0.000000 | 0.00000 | 0.000100 | 0.0009 |
| 96 | 1561.0 | 0.017127 | 0.219578 | -1.4803 | -0.088600 | 0.00390 | 0.122000 | 2.5093 |
| 97 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 98 | 1561.0 | -0.018143 | 0.427110 | -5.2717 | -0.218800 | 0.00000 | 0.189300 | 2.5698 |
| 99 | 1561.0 | 0.001540 | 0.062740 | -0.5283 | -0.029800 | 0.00000 | 0.029800 | 0.8854 |
| 100 | 1561.0 | -0.000021 | 0.000356 | -0.0030 | -0.000200 | 0.00000 | 0.000200 | 0.0023 |
| 101 | 1561.0 | -0.000007 | 0.000221 | -0.0024 | -0.000100 | 0.00000 | 0.000100 | 0.0017 |
| 102 | 1561.0 | 0.001115 | 0.062968 | -0.5353 | -0.035700 | 0.00000 | 0.033600 | 0.2979 |
| 103 | 1565.0 | -0.009789 | 0.003065 | -0.0329 | -0.011800 | -0.01010 | -0.008200 | 0.0203 |
| 104 | 1565.0 | -0.000015 | 0.000851 | -0.0119 | -0.000400 | 0.00000 | 0.000400 | 0.0071 |
| 105 | 1561.0 | -0.000498 | 0.003202 | -0.0281 | -0.001900 | -0.00020 | 0.001100 | 0.0127 |
| 106 | 1561.0 | 0.000540 | 0.002988 | -0.0133 | -0.001000 | 0.00020 | 0.001600 | 0.0172 |
| 107 | 1561.0 | -0.001766 | 0.087475 | -0.5226 | -0.048600 | 0.00000 | 0.049000 | 0.4856 |
| 108 | 1561.0 | -0.010789 | 0.086758 | -0.3454 | -0.064900 | -0.01120 | 0.038000 | 0.3938 |
| 112 | 852.0 | 0.457538 | 0.048939 | 0.0000 | 0.459300 | 0.46285 | 0.466425 | 0.4885 |
| 113 | 1567.0 | 0.945424 | 0.012133 | 0.8534 | 0.938600 | 0.94640 | 0.952300 | 0.9763 |
| 114 | 1567.0 | 0.000123 | 0.001668 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0414 |
| 115 | 1567.0 | 747.383792 | 48.949250 | 544.0254 | 721.023000 | 750.86140 | 776.781850 | 924.5318 |
| 116 | 1567.0 | 0.987130 | 0.009497 | 0.8900 | 0.989500 | 0.99050 | 0.990900 | 0.9924 |
| 117 | 1567.0 | 58.625908 | 6.485174 | 52.8068 | 57.978300 | 58.54910 | 59.133900 | 311.7344 |
| 118 | 1543.0 | 0.598412 | 0.008102 | 0.5274 | 0.594100 | 0.59900 | 0.603400 | 0.6245 |
| 119 | 1567.0 | 0.970777 | 0.008949 | 0.8411 | 0.964800 | 0.96940 | 0.978300 | 0.9827 |
| 120 | 1567.0 | 6.310863 | 0.124304 | 5.1259 | 6.246400 | 6.31360 | 6.375850 | 7.5220 |
| 121 | 1558.0 | 15.796425 | 0.099618 | 15.4600 | 15.730000 | 15.79000 | 15.860000 | 16.0700 |
| 122 | 1558.0 | 3.898390 | 0.904120 | 1.6710 | 3.202000 | 3.87700 | 4.392000 | 6.8890 |
| 123 | 1558.0 | 15.829660 | 0.108315 | 15.1700 | 15.762500 | 15.83000 | 15.900000 | 16.1000 |
| 124 | 1558.0 | 15.794705 | 0.114144 | 15.4300 | 15.722500 | 15.78000 | 15.870000 | 16.1000 |
| 125 | 1558.0 | 1.184956 | 0.280555 | 0.3122 | 0.974400 | 1.14400 | 1.338000 | 2.4650 |
| 126 | 1558.0 | 2.750728 | 0.253471 | 2.3400 | 2.572000 | 2.73500 | 2.873000 | 3.9910 |
| 127 | 1558.0 | 0.648478 | 0.135409 | 0.3161 | 0.548900 | 0.65390 | 0.713500 | 1.1750 |
| 128 | 1558.0 | 3.192182 | 0.264175 | 0.0000 | 3.074000 | 3.19500 | 3.311000 | 3.8950 |
| 129 | 1558.0 | -0.554228 | 1.220479 | -3.7790 | -0.898800 | -0.14190 | 0.047300 | 2.4580 |
| 130 | 1558.0 | 0.744976 | 0.082531 | 0.4199 | 0.688700 | 0.75875 | 0.814500 | 0.8884 |
| 131 | 1558.0 | 0.997808 | 0.002251 | 0.9936 | 0.996400 | 0.99775 | 0.998900 | 1.0190 |
| 132 | 1559.0 | 2.318545 | 0.053181 | 2.1911 | 2.277300 | 2.31240 | 2.358300 | 2.4723 |
| 133 | 1559.0 | 1004.043093 | 6.537701 | 980.4510 | 999.996100 | 1004.05000 | 1008.670600 | 1020.9944 |
| 134 | 1559.0 | 39.391979 | 2.990476 | 33.3658 | 37.347250 | 38.90260 | 40.804600 | 64.1287 |
| 135 | 1562.0 | 117.960948 | 57.544627 | 58.0000 | 92.000000 | 109.00000 | 127.000000 | 994.0000 |
| 136 | 1561.0 | 138.194747 | 53.909792 | 36.1000 | 90.000000 | 134.60000 | 181.000000 | 295.8000 |
| 137 | 1560.0 | 122.692949 | 52.253015 | 19.2000 | 81.300000 | 117.70000 | 161.600000 | 334.7000 |
| 138 | 1553.0 | 57.603025 | 12.345358 | 19.8000 | 50.900100 | 55.90010 | 62.900100 | 141.7998 |
| 139 | 1553.0 | 416.766964 | 263.300614 | 0.0000 | 243.786000 | 339.56100 | 502.205900 | 1770.6909 |
| 140 | 1553.0 | 26.077904 | 506.922106 | 0.0319 | 0.131700 | 0.23580 | 0.439100 | 9998.8944 |
| 141 | 1553.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 142 | 1553.0 | 6.641565 | 3.552254 | 1.7400 | 5.110000 | 6.26000 | 7.500000 | 103.3900 |
| 143 | 1558.0 | 0.004169 | 0.001282 | 0.0000 | 0.003300 | 0.00390 | 0.004900 | 0.0121 |
| 144 | 1565.0 | 0.120008 | 0.061343 | 0.0324 | 0.083900 | 0.10750 | 0.132700 | 0.6253 |
| 145 | 1565.0 | 0.063621 | 0.026541 | 0.0214 | 0.048000 | 0.05860 | 0.071800 | 0.2507 |
| 146 | 1565.0 | 0.055010 | 0.021844 | 0.0227 | 0.042300 | 0.05000 | 0.061500 | 0.2479 |
| 147 | 1565.0 | 0.017411 | 0.027123 | 0.0043 | 0.010000 | 0.01590 | 0.021300 | 0.9783 |
| 148 | 1565.0 | 8.471308 | 18.740631 | 1.4208 | 6.359900 | 7.91730 | 9.585300 | 742.9421 |
| 149 | 1564.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 150 | 1564.0 | 6.814268 | 3.241843 | 1.3370 | 4.459250 | 5.95100 | 8.275000 | 22.3180 |
| 151 | 1564.0 | 14.047403 | 31.002541 | 2.0200 | 8.089750 | 10.99350 | 14.347250 | 536.5640 |
| 152 | 1564.0 | 1.196733 | 23.364063 | 0.1544 | 0.373750 | 0.46870 | 0.679925 | 924.3780 |
| 153 | 1564.0 | 0.011926 | 0.009346 | 0.0036 | 0.007275 | 0.01110 | 0.014900 | 0.2389 |
| 154 | 1564.0 | 7.697971 | 5.239219 | 1.2438 | 5.926950 | 7.51270 | 9.054675 | 191.5478 |
| 155 | 1557.0 | 0.507171 | 1.122427 | 0.1400 | 0.240000 | 0.32000 | 0.450000 | 12.7100 |
| 156 | 1567.0 | 0.058089 | 0.079174 | 0.0111 | 0.036250 | 0.04870 | 0.066700 | 2.2016 |
| 159 | 1565.0 | 882.680511 | 983.043021 | 0.0000 | 411.000000 | 623.00000 | 966.000000 | 7791.0000 |
| 160 | 1565.0 | 555.346326 | 574.808588 | 0.0000 | 295.000000 | 438.00000 | 625.000000 | 4170.0000 |
| 161 | 1565.0 | 4066.850479 | 4239.245058 | 0.0000 | 1321.000000 | 2614.00000 | 5034.000000 | 37943.0000 |
| 162 | 1565.0 | 4797.154633 | 6553.569317 | 0.0000 | 451.000000 | 1784.00000 | 6384.000000 | 36871.0000 |
| 163 | 1565.0 | 0.140204 | 0.121989 | 0.0000 | 0.091000 | 0.12000 | 0.154000 | 0.9570 |
| 164 | 1565.0 | 0.127942 | 0.242534 | 0.0000 | 0.068000 | 0.08900 | 0.116000 | 1.8170 |
| 165 | 1565.0 | 0.252026 | 0.407329 | 0.0000 | 0.132000 | 0.18400 | 0.255000 | 3.2860 |
| 166 | 1565.0 | 2.788882 | 1.119756 | 0.8000 | 2.100000 | 2.60000 | 3.200000 | 21.1000 |
| 167 | 1565.0 | 1.235783 | 0.632767 | 0.3000 | 0.900000 | 1.20000 | 1.500000 | 16.3000 |
| 168 | 1565.0 | 0.124397 | 0.047639 | 0.0330 | 0.090000 | 0.11900 | 0.151000 | 0.7250 |
| 169 | 1565.0 | 0.400454 | 0.197918 | 0.0460 | 0.230000 | 0.41200 | 0.536000 | 1.1430 |
| 170 | 1566.0 | 0.684330 | 0.157468 | 0.2979 | 0.575600 | 0.68600 | 0.797300 | 1.1530 |
| 171 | 1566.0 | 0.120064 | 0.060785 | 0.0089 | 0.079800 | 0.11250 | 0.140300 | 0.4940 |
| 172 | 1566.0 | 0.320113 | 0.071243 | 0.1287 | 0.276600 | 0.32385 | 0.370200 | 0.5484 |
| 173 | 1566.0 | 0.576192 | 0.095734 | 0.2538 | 0.516800 | 0.57760 | 0.634500 | 0.8643 |
| 174 | 1566.0 | 0.320113 | 0.071247 | 0.1287 | 0.276500 | 0.32385 | 0.370200 | 0.5484 |
| 175 | 1566.0 | 0.778044 | 0.116322 | 0.4616 | 0.692200 | 0.76820 | 0.843900 | 1.1720 |
| 176 | 1566.0 | 0.244718 | 0.074918 | 0.0735 | 0.196250 | 0.24290 | 0.293925 | 0.4411 |
| 177 | 1566.0 | 0.394760 | 0.282903 | 0.0470 | 0.222000 | 0.29900 | 0.423000 | 1.8580 |
| 178 | 1543.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 179 | 1566.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 180 | 1566.0 | 19.013257 | 3.311632 | 9.4000 | 16.850000 | 18.69000 | 20.972500 | 48.6700 |
| 181 | 1566.0 | 0.546770 | 0.224402 | 0.0930 | 0.378000 | 0.52400 | 0.688750 | 3.5730 |
| 182 | 1566.0 | 10.780543 | 4.164051 | 3.1700 | 7.732500 | 10.17000 | 13.337500 | 55.0000 |
| 183 | 1566.0 | 26.661170 | 6.836101 | 5.0140 | 21.171500 | 27.20050 | 31.687000 | 72.9470 |
| 184 | 1566.0 | 0.144815 | 0.110198 | 0.0297 | 0.102200 | 0.13260 | 0.169150 | 3.2283 |
| 185 | 1566.0 | 7.365741 | 7.188720 | 1.9400 | 5.390000 | 6.73500 | 8.450000 | 267.9100 |
| 186 | 1566.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 187 | 1566.0 | 17.936290 | 8.609912 | 6.2200 | 14.505000 | 17.86500 | 20.860000 | 307.9300 |
| 188 | 1566.0 | 43.211418 | 21.711876 | 6.6130 | 24.711000 | 40.20950 | 57.674750 | 191.8300 |
| 189 | 1566.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 190 | 1563.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 191 | 1563.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 192 | 1563.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 193 | 1563.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 194 | 1563.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 195 | 1563.0 | 0.287084 | 0.395187 | 0.0800 | 0.218000 | 0.25900 | 0.296000 | 4.8380 |
| 196 | 1560.0 | 8.688487 | 15.720926 | 1.7500 | 5.040000 | 6.78000 | 9.555000 | 396.1100 |
| 197 | 1561.0 | 20.092710 | 10.552162 | 9.2200 | 17.130000 | 19.37000 | 21.460000 | 252.8700 |
| 198 | 1561.0 | 0.557359 | 0.537705 | 0.0900 | 0.296000 | 0.42400 | 0.726000 | 10.0170 |
| 199 | 1561.0 | 11.532056 | 16.445556 | 2.7700 | 6.740000 | 8.57000 | 11.460000 | 390.1200 |
| 200 | 1560.0 | 17.600192 | 8.690718 | 3.2100 | 14.155000 | 17.23500 | 20.162500 | 199.6200 |
| 201 | 1560.0 | 7.839359 | 5.104495 | 0.0000 | 5.020000 | 6.76000 | 9.490000 | 126.5300 |
| 202 | 1560.0 | 10.170463 | 14.622904 | 0.0000 | 6.094000 | 8.46200 | 11.953000 | 490.5610 |
| 203 | 1561.0 | 30.073143 | 17.461798 | 7.7280 | 24.653000 | 30.09700 | 33.506000 | 500.3490 |
| 204 | 1561.0 | 32.218169 | 565.101239 | 0.0429 | 0.114300 | 0.15820 | 0.230700 | 9998.4483 |
| 205 | 1561.0 | 9.050122 | 11.541083 | 2.3000 | 6.040000 | 7.74000 | 9.940000 | 320.0500 |
| 206 | 1561.0 | 0.001281 | 0.050621 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 2.0000 |
| 207 | 1561.0 | 20.376176 | 17.497556 | 4.0100 | 16.350000 | 19.72000 | 22.370000 | 457.6500 |
| 208 | 1561.0 | 73.264316 | 28.067143 | 5.3590 | 56.158000 | 73.24800 | 90.515000 | 172.3490 |
| 209 | 1561.0 | 0.029564 | 1.168074 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 46.1500 |
| 210 | 1543.0 | 0.088866 | 0.042065 | 0.0319 | 0.065600 | 0.07970 | 0.099450 | 0.5164 |
| 211 | 1543.0 | 0.056755 | 0.025005 | 0.0022 | 0.043800 | 0.05320 | 0.064200 | 0.3227 |
| 212 | 1543.0 | 0.051432 | 0.031578 | 0.0071 | 0.032500 | 0.04160 | 0.062450 | 0.5941 |
| 213 | 1543.0 | 0.060346 | 0.053030 | 0.0037 | 0.036400 | 0.05600 | 0.073700 | 1.2837 |
| 214 | 1543.0 | 0.083268 | 0.056456 | 0.0193 | 0.056800 | 0.07540 | 0.093550 | 0.7615 |
| 215 | 1543.0 | 0.081076 | 0.030437 | 0.0059 | 0.063200 | 0.08250 | 0.098300 | 0.3429 |
| 216 | 1543.0 | 0.083484 | 0.025764 | 0.0097 | 0.069550 | 0.08460 | 0.097550 | 0.2828 |
| 217 | 1543.0 | 0.071635 | 0.046283 | 0.0079 | 0.045800 | 0.06170 | 0.086350 | 0.6744 |
| 218 | 1566.0 | 3.771465 | 1.170436 | 1.0340 | 2.946100 | 3.63075 | 4.404750 | 8.8015 |
| 219 | 1555.0 | 0.003254 | 0.001646 | 0.0007 | 0.002300 | 0.00300 | 0.003800 | 0.0163 |
| 221 | 1567.0 | 0.060718 | 0.023305 | 0.0200 | 0.040200 | 0.06090 | 0.076500 | 0.2305 |
| 222 | 1567.0 | 0.008821 | 0.055937 | 0.0003 | 0.001400 | 0.00230 | 0.005500 | 0.9911 |
| 223 | 1567.0 | 122.846571 | 55.156003 | 32.2637 | 95.147350 | 119.43600 | 144.502800 | 1768.8802 |
| 224 | 1516.0 | 0.059370 | 0.071211 | 0.0093 | 0.029775 | 0.03980 | 0.061300 | 1.4361 |
| 225 | 1516.0 | 1041.056588 | 433.170076 | 168.7998 | 718.725350 | 967.29980 | 1261.299800 | 3601.2998 |
| 226 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 227 | 1565.0 | 0.019125 | 0.010756 | 0.0062 | 0.013200 | 0.01650 | 0.021200 | 0.1541 |
| 228 | 1565.0 | 0.017844 | 0.010745 | 0.0072 | 0.012600 | 0.01550 | 0.020000 | 0.2133 |
| 229 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 230 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 231 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 232 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 233 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 234 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 235 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 236 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 237 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 238 | 1565.0 | 0.004791 | 0.001698 | 0.0013 | 0.003700 | 0.00460 | 0.005700 | 0.0244 |
| 239 | 1565.0 | 0.004575 | 0.001441 | 0.0014 | 0.003600 | 0.00440 | 0.005300 | 0.0236 |
| 240 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 241 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 242 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 243 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 247 | 852.0 | 0.053374 | 0.066880 | 0.0000 | 0.019200 | 0.02700 | 0.051500 | 0.4914 |
| 248 | 1567.0 | 0.025171 | 0.049235 | 0.0030 | 0.014700 | 0.02100 | 0.027300 | 0.9732 |
| 249 | 1567.0 | 0.001065 | 0.015771 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.4138 |
| 250 | 1567.0 | 109.650967 | 54.597274 | 21.0107 | 76.132150 | 103.09360 | 131.758400 | 1119.7042 |
| 251 | 1567.0 | 0.004285 | 0.037472 | 0.0003 | 0.000700 | 0.00100 | 0.001300 | 0.9909 |
| 252 | 1567.0 | 4.645115 | 64.354756 | 0.7673 | 2.205650 | 2.86460 | 3.795050 | 2549.9885 |
| 253 | 1543.0 | 0.033216 | 0.022425 | 0.0094 | 0.024500 | 0.03080 | 0.037900 | 0.4517 |
| 254 | 1567.0 | 0.013943 | 0.009132 | 0.0017 | 0.004700 | 0.01500 | 0.021300 | 0.0787 |
| 255 | 1567.0 | 0.403848 | 0.120334 | 0.1269 | 0.307600 | 0.40510 | 0.480950 | 0.9255 |
| 256 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 257 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 258 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 259 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 260 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 261 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 262 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 263 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 264 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 265 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 266 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 267 | 1559.0 | 0.070587 | 0.029649 | 0.0198 | 0.044000 | 0.07060 | 0.091650 | 0.1578 |
| 268 | 1559.0 | 19.504677 | 7.344404 | 6.0980 | 13.828000 | 17.97700 | 24.653000 | 40.8550 |
| 269 | 1559.0 | 3.777866 | 1.152329 | 1.3017 | 2.956500 | 3.70350 | 4.379400 | 10.1529 |
| 270 | 1562.0 | 29.260291 | 8.402013 | 15.5471 | 24.982300 | 28.77350 | 31.702200 | 158.5260 |
| 271 | 1561.0 | 46.056598 | 17.866438 | 10.4015 | 30.013900 | 45.67650 | 59.594700 | 132.6479 |
| 272 | 1560.0 | 41.298147 | 17.737513 | 6.9431 | 27.092725 | 40.01925 | 54.277325 | 122.1174 |
| 273 | 1553.0 | 20.181246 | 3.830463 | 8.6512 | 18.247100 | 19.58090 | 22.097300 | 43.5737 |
| 274 | 1553.0 | 136.292426 | 85.607784 | 0.0000 | 81.215600 | 110.60140 | 162.038200 | 659.1696 |
| 275 | 1553.0 | 8.693213 | 168.949413 | 0.0111 | 0.044700 | 0.07840 | 0.144900 | 3332.5964 |
| 276 | 1553.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 277 | 1553.0 | 2.210744 | 1.196437 | 0.5615 | 1.697700 | 2.08310 | 2.514300 | 32.1709 |
| 278 | 1558.0 | 0.001117 | 0.000340 | 0.0000 | 0.000900 | 0.00110 | 0.001300 | 0.0034 |
| 279 | 1565.0 | 0.041057 | 0.020289 | 0.0107 | 0.028300 | 0.03720 | 0.045800 | 0.1884 |
| 280 | 1565.0 | 0.018034 | 0.006483 | 0.0073 | 0.014200 | 0.01690 | 0.020700 | 0.0755 |
| 281 | 1565.0 | 0.015094 | 0.005545 | 0.0069 | 0.011900 | 0.01390 | 0.016600 | 0.0597 |
| 282 | 1565.0 | 0.005770 | 0.008550 | 0.0016 | 0.003300 | 0.00530 | 0.007100 | 0.3083 |
| 283 | 1565.0 | 2.803984 | 5.864324 | 0.5050 | 2.210400 | 2.65800 | 3.146200 | 232.8049 |
| 284 | 1564.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 285 | 1564.0 | 2.119795 | 0.962923 | 0.4611 | 1.438175 | 1.87515 | 2.606950 | 6.8698 |
| 286 | 1564.0 | 4.260018 | 9.763829 | 0.7280 | 2.467200 | 3.36005 | 4.311425 | 207.0161 |
| 287 | 1564.0 | 0.367529 | 7.386343 | 0.0513 | 0.114875 | 0.13895 | 0.198450 | 292.2274 |
| 288 | 1564.0 | 0.003924 | 0.002936 | 0.0012 | 0.002400 | 0.00360 | 0.004900 | 0.0749 |
| 289 | 1564.0 | 2.578596 | 1.616993 | 0.3960 | 2.092125 | 2.54900 | 3.024525 | 59.5187 |
| 290 | 1557.0 | 0.123427 | 0.270987 | 0.0416 | 0.064900 | 0.08330 | 0.118100 | 4.4203 |
| 291 | 1567.0 | 0.019926 | 0.025549 | 0.0038 | 0.012500 | 0.01690 | 0.023600 | 0.6915 |
| 294 | 1565.0 | 401.814750 | 477.050076 | 0.0000 | 185.089800 | 278.67190 | 428.554500 | 3933.7550 |
| 295 | 1565.0 | 252.999118 | 283.530702 | 0.0000 | 130.220300 | 195.82560 | 273.952600 | 2005.8744 |
| 296 | 1565.0 | 1879.228369 | 1975.111365 | 0.0000 | 603.032900 | 1202.41210 | 2341.288700 | 15559.9525 |
| 297 | 1565.0 | 2342.826978 | 3226.924298 | 0.0000 | 210.936600 | 820.09880 | 3190.616400 | 18520.4683 |
| 298 | 1565.0 | 0.063804 | 0.064225 | 0.0000 | 0.040700 | 0.05280 | 0.069200 | 0.5264 |
| 299 | 1565.0 | 0.060267 | 0.130825 | 0.0000 | 0.030200 | 0.04000 | 0.052000 | 1.0312 |
| 300 | 1565.0 | 0.118386 | 0.219147 | 0.0000 | 0.058900 | 0.08280 | 0.115500 | 1.8123 |
| 301 | 1565.0 | 0.910146 | 0.331982 | 0.3100 | 0.717200 | 0.86040 | 1.046400 | 5.7110 |
| 302 | 1565.0 | 0.403342 | 0.197514 | 0.1118 | 0.295800 | 0.38080 | 0.477000 | 5.1549 |
| 303 | 1565.0 | 0.040344 | 0.014511 | 0.0108 | 0.030000 | 0.03880 | 0.048600 | 0.2258 |
| 304 | 1565.0 | 0.132076 | 0.064867 | 0.0138 | 0.072800 | 0.13720 | 0.178500 | 0.3337 |
| 305 | 1566.0 | 0.264917 | 0.057387 | 0.1171 | 0.225000 | 0.26430 | 0.307500 | 0.4750 |
| 306 | 1566.0 | 0.048623 | 0.025400 | 0.0034 | 0.033100 | 0.04480 | 0.055200 | 0.2246 |
| 307 | 1566.0 | 0.128921 | 0.027468 | 0.0549 | 0.113700 | 0.12950 | 0.147600 | 0.2112 |
| 308 | 1566.0 | 0.218414 | 0.033593 | 0.0913 | 0.197600 | 0.21945 | 0.237900 | 0.3239 |
| 309 | 1566.0 | 0.128921 | 0.027470 | 0.0549 | 0.113700 | 0.12950 | 0.147600 | 0.2112 |
| 310 | 1566.0 | 0.304752 | 0.043460 | 0.1809 | 0.278550 | 0.30290 | 0.331900 | 0.4438 |
| 311 | 1566.0 | 0.097344 | 0.028796 | 0.0328 | 0.077600 | 0.09770 | 0.115900 | 0.1784 |
| 312 | 1566.0 | 0.160051 | 0.117316 | 0.0224 | 0.091500 | 0.12150 | 0.160175 | 0.7549 |
| 313 | 1543.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 314 | 1543.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 315 | 1566.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 316 | 1566.0 | 5.976977 | 1.018629 | 2.7882 | 5.301525 | 5.83150 | 6.547800 | 13.0958 |
| 317 | 1566.0 | 0.172629 | 0.072392 | 0.0283 | 0.117375 | 0.16340 | 0.218100 | 1.0034 |
| 318 | 1566.0 | 3.188770 | 1.215930 | 0.9848 | 2.319725 | 2.89890 | 4.021250 | 15.8934 |
| 319 | 1566.0 | 7.916036 | 2.179059 | 1.6574 | 6.245150 | 8.38880 | 9.481100 | 20.0455 |
| 320 | 1566.0 | 0.043105 | 0.031885 | 0.0084 | 0.031200 | 0.03985 | 0.050200 | 0.9474 |
| 321 | 1566.0 | 2.263727 | 2.116994 | 0.6114 | 1.670075 | 2.07765 | 2.633350 | 79.1515 |
| 322 | 1566.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 323 | 1566.0 | 5.393420 | 2.518859 | 1.7101 | 4.272950 | 5.45880 | 6.344875 | 89.1917 |
| 324 | 1566.0 | 13.332172 | 6.615850 | 2.2345 | 7.578600 | 12.50450 | 17.925175 | 51.8678 |
| 325 | 1566.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 326 | 1563.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 327 | 1563.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 328 | 1563.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 329 | 1563.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 330 | 1563.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 331 | 1563.0 | 0.083232 | 0.063425 | 0.0224 | 0.068800 | 0.08480 | 0.095600 | 1.0959 |
| 332 | 1560.0 | 2.593485 | 5.645226 | 0.5373 | 1.546550 | 2.06270 | 2.790525 | 174.8944 |
| 333 | 1561.0 | 6.215866 | 3.403447 | 2.8372 | 5.453900 | 5.98010 | 6.549500 | 90.5159 |
| 334 | 1561.0 | 0.168364 | 0.172883 | 0.0282 | 0.089400 | 0.12940 | 0.210400 | 3.4125 |
| 335 | 1561.0 | 3.426925 | 5.781558 | 0.7899 | 2.035700 | 2.51350 | 3.360400 | 172.7119 |
| 336 | 1560.0 | 9.736386 | 7.556131 | 5.2151 | 8.288525 | 9.07355 | 10.041625 | 214.8628 |
| 337 | 1560.0 | 2.327482 | 1.699435 | 0.0000 | 1.542850 | 2.05445 | 2.785475 | 38.8995 |
| 338 | 1560.0 | 3.037580 | 5.645022 | 0.0000 | 1.901350 | 2.56085 | 3.405450 | 196.6880 |
| 339 | 1561.0 | 9.328958 | 6.074702 | 2.2001 | 7.588900 | 9.47420 | 10.439900 | 197.4988 |
| 340 | 1561.0 | 14.673507 | 261.738451 | 0.0131 | 0.034600 | 0.04640 | 0.066800 | 5043.8789 |
| 341 | 1561.0 | 2.732094 | 3.667902 | 0.5741 | 1.911800 | 2.37730 | 2.985400 | 97.7089 |
| 342 | 1561.0 | 0.000286 | 0.011319 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.4472 |
| 343 | 1561.0 | 6.198508 | 5.371825 | 1.2565 | 4.998900 | 6.00560 | 6.885200 | 156.3360 |
| 344 | 1561.0 | 23.217146 | 8.895221 | 2.0560 | 17.860900 | 23.21470 | 28.873100 | 59.3241 |
| 345 | 773.0 | 7.958376 | 17.512965 | 1.7694 | 4.440600 | 5.56700 | 6.825500 | 257.0106 |
| 346 | 773.0 | 5.770212 | 17.077498 | 1.0177 | 2.532700 | 3.04640 | 4.085700 | 187.7589 |
| 347 | 1561.0 | 0.008914 | 0.352186 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 13.9147 |
| 348 | 1543.0 | 0.024706 | 0.011862 | 0.0103 | 0.018000 | 0.02260 | 0.027300 | 0.2200 |
| 349 | 1543.0 | 0.025252 | 0.010603 | 0.0010 | 0.019600 | 0.02400 | 0.028600 | 0.1339 |
| 350 | 1543.0 | 0.023202 | 0.014326 | 0.0029 | 0.014600 | 0.01880 | 0.028500 | 0.2914 |
| 351 | 1543.0 | 0.027584 | 0.024563 | 0.0020 | 0.016600 | 0.02530 | 0.033900 | 0.6188 |
| 352 | 1543.0 | 0.023356 | 0.013157 | 0.0056 | 0.016000 | 0.02200 | 0.026900 | 0.1429 |
| 353 | 1543.0 | 0.040331 | 0.015499 | 0.0026 | 0.030200 | 0.04210 | 0.050200 | 0.1535 |
| 354 | 1543.0 | 0.041921 | 0.013068 | 0.0040 | 0.034850 | 0.04420 | 0.050000 | 0.1344 |
| 355 | 1543.0 | 0.034543 | 0.022307 | 0.0038 | 0.021200 | 0.02940 | 0.042300 | 0.2789 |
| 356 | 1566.0 | 1.298629 | 0.386918 | 0.3796 | 1.025475 | 1.25530 | 1.533325 | 2.8348 |
| 357 | 1555.0 | 0.000999 | 0.000501 | 0.0003 | 0.000700 | 0.00090 | 0.001100 | 0.0052 |
| 359 | 1567.0 | 0.019840 | 0.007136 | 0.0076 | 0.013800 | 0.01960 | 0.025000 | 0.0888 |
| 360 | 1567.0 | 0.002945 | 0.020003 | 0.0001 | 0.000400 | 0.00070 | 0.001800 | 0.4090 |
| 361 | 1567.0 | 39.936406 | 17.056304 | 10.7204 | 32.168700 | 39.69610 | 47.079200 | 547.1722 |
| 362 | 1516.0 | 0.018383 | 0.021644 | 0.0028 | 0.009500 | 0.01250 | 0.018600 | 0.4163 |
| 363 | 1516.0 | 333.319601 | 138.801928 | 60.9882 | 228.682525 | 309.83165 | 412.329775 | 1072.2031 |
| 364 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 365 | 1565.0 | 0.005199 | 0.002656 | 0.0017 | 0.003800 | 0.00460 | 0.005800 | 0.0368 |
| 366 | 1565.0 | 0.004814 | 0.002382 | 0.0020 | 0.003500 | 0.00430 | 0.005400 | 0.0392 |
| 367 | 1561.0 | 0.003773 | 0.002699 | 0.0000 | 0.002600 | 0.00320 | 0.004200 | 0.0357 |
| 368 | 1561.0 | 0.003172 | 0.002107 | 0.0000 | 0.002200 | 0.00280 | 0.003600 | 0.0334 |
| 369 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 370 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 371 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 372 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 373 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 374 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 375 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 376 | 1565.0 | 0.001601 | 0.000534 | 0.0004 | 0.001300 | 0.00160 | 0.001900 | 0.0082 |
| 377 | 1565.0 | 0.001571 | 0.000467 | 0.0004 | 0.001300 | 0.00150 | 0.001800 | 0.0077 |
| 378 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 379 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 380 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 381 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 385 | 852.0 | 0.011427 | 0.014366 | 0.0000 | 0.005300 | 0.00680 | 0.011325 | 0.2073 |
| 386 | 1567.0 | 0.008281 | 0.015488 | 0.0008 | 0.004800 | 0.00680 | 0.009300 | 0.3068 |
| 387 | 1567.0 | 0.000339 | 0.004989 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.1309 |
| 388 | 1567.0 | 35.155091 | 17.227003 | 6.3101 | 24.386550 | 32.53070 | 42.652450 | 348.8293 |
| 389 | 1567.0 | 0.001338 | 0.011816 | 0.0001 | 0.000200 | 0.00030 | 0.000400 | 0.3127 |
| 390 | 1567.0 | 1.431868 | 20.326415 | 0.3046 | 0.675150 | 0.87730 | 1.148200 | 805.3936 |
| 391 | 1543.0 | 0.010956 | 0.006738 | 0.0031 | 0.008300 | 0.01020 | 0.012400 | 0.1375 |
| 392 | 1567.0 | 0.004533 | 0.002956 | 0.0005 | 0.001500 | 0.00490 | 0.006900 | 0.0229 |
| 393 | 1567.0 | 0.133990 | 0.038408 | 0.0342 | 0.104400 | 0.13390 | 0.160400 | 0.2994 |
| 394 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 395 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 396 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 397 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 398 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 399 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 400 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 401 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 402 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 403 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 404 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 405 | 1559.0 | 0.024208 | 0.010728 | 0.0062 | 0.014000 | 0.02390 | 0.032300 | 0.0514 |
| 406 | 1559.0 | 6.730615 | 2.829583 | 2.0545 | 4.547600 | 5.92010 | 8.585200 | 14.7277 |
| 407 | 1559.0 | 1.231997 | 0.364711 | 0.4240 | 0.966500 | 1.23970 | 1.416700 | 3.3128 |
| 408 | 1562.0 | 5.340932 | 2.578118 | 2.7378 | 4.127800 | 4.92245 | 5.787100 | 44.3100 |
| 409 | 1561.0 | 4.580430 | 1.776843 | 1.2163 | 3.012800 | 4.48970 | 5.936700 | 9.5765 |
| 410 | 1560.0 | 4.929344 | 2.122978 | 0.7342 | 3.265075 | 4.73275 | 6.458300 | 13.8071 |
| 411 | 1553.0 | 2.616086 | 0.551474 | 0.9609 | 2.321300 | 2.54810 | 2.853200 | 6.2150 |
| 412 | 1553.0 | 30.911316 | 18.413622 | 0.0000 | 18.407900 | 26.15690 | 38.139700 | 128.2816 |
| 413 | 1553.0 | 25.612690 | 47.308463 | 4.0416 | 11.375800 | 20.25510 | 29.307300 | 899.1190 |
| 414 | 1553.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 415 | 1553.0 | 6.630616 | 3.958371 | 1.5340 | 4.927400 | 6.17660 | 7.570700 | 116.8615 |
| 416 | 1558.0 | 3.404349 | 1.035433 | 0.0000 | 2.660100 | 3.23400 | 4.010700 | 9.6900 |
| 417 | 1565.0 | 8.190905 | 4.054515 | 2.1531 | 5.765500 | 7.39560 | 9.168800 | 39.0376 |
| 418 | 1565.0 | 320.259235 | 287.704482 | 0.0000 | 0.000000 | 302.17760 | 524.002200 | 999.3160 |
| 419 | 1565.0 | 309.061299 | 325.448391 | 0.0000 | 0.000000 | 272.44870 | 582.935200 | 998.6813 |
| 420 | 1565.0 | 1.821261 | 3.057692 | 0.4411 | 1.030400 | 1.64510 | 2.214700 | 111.4956 |
| 421 | 1565.0 | 4.174524 | 6.913855 | 0.7217 | 3.184200 | 3.94310 | 4.784300 | 273.0952 |
| 422 | 1564.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 423 | 1564.0 | 77.660446 | 32.596933 | 23.0200 | 55.976675 | 69.90545 | 92.911500 | 424.2152 |
| 424 | 1564.0 | 3.315469 | 6.325365 | 0.4866 | 1.965250 | 2.66710 | 3.470975 | 103.1809 |
| 425 | 1564.0 | 6.796312 | 23.257716 | 1.4666 | 3.766200 | 4.76440 | 6.883500 | 898.6085 |
| 426 | 1564.0 | 1.233858 | 0.995620 | 0.3632 | 0.743425 | 1.13530 | 1.539500 | 24.9904 |
| 427 | 1564.0 | 4.058501 | 3.042144 | 0.6637 | 3.113225 | 3.94145 | 4.768650 | 113.2230 |
| 428 | 1557.0 | 4.220747 | 10.632730 | 1.1198 | 1.935500 | 2.53410 | 3.609000 | 118.7533 |
| 429 | 1567.0 | 4.171844 | 6.435390 | 0.7837 | 2.571400 | 3.45380 | 4.755800 | 186.6164 |
| 430 | 1565.0 | 18.421600 | 36.060084 | 0.0000 | 6.999700 | 11.10560 | 17.423100 | 400.0000 |
| 431 | 1565.0 | 22.358305 | 36.395408 | 0.0000 | 11.059000 | 16.38100 | 21.765200 | 400.0000 |
| 432 | 1565.0 | 99.367633 | 126.188715 | 0.0000 | 31.032400 | 57.96930 | 120.172900 | 994.2857 |
| 433 | 1565.0 | 205.519304 | 225.778870 | 0.0000 | 10.027100 | 151.11560 | 305.026300 | 995.7447 |
| 434 | 1565.0 | 14.733945 | 34.108854 | 0.0000 | 7.550700 | 10.19770 | 12.754200 | 400.0000 |
| 435 | 1565.0 | 9.370666 | 34.369789 | 0.0000 | 3.494400 | 4.55110 | 5.822800 | 400.0000 |
| 436 | 1565.0 | 7.513266 | 34.557804 | 0.0000 | 1.950900 | 2.76430 | 3.822200 | 400.0000 |
| 437 | 1565.0 | 4.016785 | 1.611274 | 1.1568 | 3.070700 | 3.78090 | 4.678600 | 32.2740 |
| 438 | 1565.0 | 54.701052 | 34.108051 | 0.0000 | 36.290300 | 49.09090 | 66.666700 | 851.6129 |
| 439 | 1565.0 | 70.643942 | 38.376178 | 14.1206 | 48.173800 | 65.43780 | 84.973400 | 657.7621 |
| 440 | 1565.0 | 11.526617 | 6.169471 | 1.0973 | 5.414100 | 12.08590 | 15.796400 | 33.0580 |
| 441 | 1566.0 | 0.802081 | 0.184213 | 0.3512 | 0.679600 | 0.80760 | 0.927600 | 1.2771 |
| 442 | 1566.0 | 1.345259 | 0.659195 | 0.0974 | 0.907650 | 1.26455 | 1.577825 | 5.1317 |
| 443 | 1566.0 | 0.633941 | 0.143552 | 0.2169 | 0.550500 | 0.64350 | 0.733425 | 1.0851 |
| 444 | 1566.0 | 0.895043 | 0.155522 | 0.3336 | 0.804800 | 0.90270 | 0.988800 | 1.3511 |
| 445 | 1566.0 | 0.647090 | 0.141252 | 0.3086 | 0.555800 | 0.65110 | 0.748400 | 1.1087 |
| 446 | 1566.0 | 1.175003 | 0.176158 | 0.6968 | 1.046800 | 1.16380 | 1.272300 | 1.7639 |
| 447 | 1566.0 | 0.281895 | 0.086461 | 0.0846 | 0.226100 | 0.27970 | 0.338825 | 0.5085 |
| 448 | 1566.0 | 0.332270 | 0.236275 | 0.0399 | 0.187700 | 0.25120 | 0.351100 | 1.4754 |
| 449 | 1543.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 450 | 1543.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 451 | 1566.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 452 | 1566.0 | 5.346816 | 0.919196 | 2.6709 | 4.764200 | 5.27145 | 5.913000 | 13.9776 |
| 453 | 1566.0 | 5.460971 | 2.250804 | 0.9037 | 3.747875 | 5.22710 | 6.902475 | 34.4902 |
| 454 | 1566.0 | 7.883742 | 3.059660 | 2.3294 | 5.806525 | 7.42490 | 9.576775 | 42.0703 |
| 455 | 1566.0 | 3.636633 | 0.938372 | 0.6948 | 2.899675 | 3.72450 | 4.341925 | 10.1840 |
| 456 | 1566.0 | 12.325685 | 8.125876 | 3.0489 | 8.816575 | 11.35090 | 14.387900 | 232.1258 |
| 457 | 1566.0 | 5.263666 | 4.537737 | 1.4428 | 3.827525 | 4.79335 | 6.089450 | 164.1093 |
| 458 | 1566.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 459 | 1566.0 | 2.838380 | 1.345576 | 0.9910 | 2.291175 | 2.83035 | 3.309225 | 47.7772 |
| 460 | 1566.0 | 29.197414 | 13.335189 | 7.9534 | 20.221850 | 26.16785 | 35.278800 | 149.3851 |
| 461 | 1566.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 462 | 1563.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 463 | 1563.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 464 | 1563.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 465 | 1563.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 466 | 1563.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 467 | 1563.0 | 6.252091 | 8.673724 | 1.7163 | 4.697500 | 5.64500 | 6.386900 | 109.0074 |
| 468 | 1560.0 | 224.173047 | 230.766915 | 0.0000 | 38.472775 | 150.34010 | 335.922400 | 999.8770 |
| 469 | 1561.0 | 5.662293 | 3.151685 | 2.6009 | 4.847200 | 5.47240 | 6.005700 | 77.8007 |
| 470 | 1561.0 | 5.367752 | 4.983367 | 0.8325 | 2.823300 | 4.06110 | 7.006800 | 87.1347 |
| 471 | 1561.0 | 9.638797 | 10.174117 | 2.4026 | 5.807300 | 7.39600 | 9.720200 | 212.6557 |
| 472 | 1560.0 | 137.888406 | 47.698041 | 11.4997 | 105.525150 | 138.25515 | 168.410125 | 492.7718 |
| 473 | 1560.0 | 39.426847 | 22.457104 | 0.0000 | 24.900800 | 34.24675 | 47.727850 | 358.9504 |
| 474 | 1560.0 | 37.637050 | 24.822918 | 0.0000 | 23.156500 | 32.82005 | 45.169475 | 415.4355 |
| 475 | 1561.0 | 4.262573 | 2.611174 | 1.1011 | 3.494500 | 4.27620 | 4.741800 | 79.1162 |
| 476 | 1561.0 | 20.132155 | 14.939590 | 0.0000 | 11.577100 | 15.97380 | 23.737200 | 274.8871 |
| 477 | 1561.0 | 6.257921 | 10.185026 | 1.6872 | 4.105400 | 5.24220 | 6.703800 | 289.8264 |
| 478 | 1561.0 | 0.128123 | 5.062075 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 200.0000 |
| 479 | 1561.0 | 3.283394 | 2.638608 | 0.6459 | 2.627700 | 3.18450 | 3.625300 | 63.3336 |
| 480 | 1561.0 | 75.538131 | 35.752493 | 8.8406 | 52.894500 | 70.43450 | 93.119600 | 221.9747 |
| 481 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 482 | 1543.0 | 318.418448 | 281.011323 | 0.0000 | 0.000000 | 293.51850 | 514.585900 | 999.4135 |
| 483 | 1543.0 | 206.564196 | 192.864413 | 0.0000 | 81.316150 | 148.31750 | 262.865250 | 989.4737 |
| 484 | 1543.0 | 215.288948 | 213.126638 | 0.0000 | 76.455400 | 138.77550 | 294.667050 | 996.8586 |
| 485 | 1543.0 | 201.111728 | 218.690015 | 0.0000 | 50.383550 | 112.95340 | 288.893450 | 994.0000 |
| 486 | 1543.0 | 302.506186 | 287.364070 | 0.0000 | 0.000000 | 249.92700 | 501.607450 | 999.4911 |
| 487 | 1543.0 | 239.455326 | 263.837645 | 0.0000 | 55.555150 | 112.27550 | 397.506100 | 995.7447 |
| 488 | 1543.0 | 352.616477 | 252.043751 | 0.0000 | 139.914350 | 348.52940 | 510.647150 | 997.5186 |
| 489 | 1543.0 | 272.169707 | 228.046702 | 0.0000 | 112.859250 | 219.48720 | 377.144200 | 994.0035 |
| 490 | 1566.0 | 51.354045 | 18.048612 | 13.7225 | 38.391100 | 48.55745 | 61.494725 | 142.8436 |
| 491 | 1555.0 | 2.442673 | 1.224283 | 0.5558 | 1.747100 | 2.25080 | 2.839800 | 12.7698 |
| 493 | 1567.0 | 2.530046 | 0.973948 | 0.8330 | 1.663750 | 2.52910 | 3.199100 | 9.4024 |
| 494 | 1567.0 | 0.956442 | 6.615200 | 0.0342 | 0.139000 | 0.23250 | 0.563000 | 127.5728 |
| 495 | 1567.0 | 6.807826 | 3.260019 | 1.7720 | 5.274600 | 6.60790 | 7.897200 | 107.6926 |
| 496 | 1516.0 | 29.865896 | 24.621586 | 4.8135 | 16.342300 | 22.03910 | 32.438475 | 219.6436 |
| 497 | 1516.0 | 11.821030 | 4.956647 | 1.9496 | 8.150350 | 10.90655 | 14.469050 | 40.2818 |
| 498 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 499 | 1565.0 | 263.195864 | 324.771342 | 0.0000 | 0.000000 | 0.00000 | 536.204600 | 1000.0000 |
| 500 | 1565.0 | 240.981377 | 323.003410 | 0.0000 | 0.000000 | 0.00000 | 505.401000 | 999.2337 |
| 501 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 502 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 503 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 504 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 505 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 506 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 507 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 508 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 509 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 510 | 1565.0 | 55.763508 | 37.691736 | 0.0000 | 35.322200 | 46.98610 | 64.248700 | 451.4851 |
| 511 | 1565.0 | 275.979457 | 329.664680 | 0.0000 | 0.000000 | 0.00000 | 555.294100 | 1000.0000 |
| 512 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 513 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 514 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 515 | 1561.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 519 | 852.0 | 11.728440 | 15.814420 | 0.0000 | 4.160300 | 5.83295 | 10.971850 | 184.3488 |
| 520 | 1567.0 | 2.695999 | 5.702366 | 0.3121 | 1.552150 | 2.22100 | 2.903700 | 111.7365 |
| 521 | 1567.0 | 11.610080 | 103.122996 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 1000.0000 |
| 522 | 1567.0 | 14.728866 | 7.104435 | 2.6811 | 10.182800 | 13.74260 | 17.808950 | 137.9838 |
| 523 | 1567.0 | 0.453896 | 4.147581 | 0.0258 | 0.073050 | 0.10000 | 0.133200 | 111.3330 |
| 524 | 1567.0 | 5.687782 | 20.663414 | 1.3104 | 3.769650 | 4.87710 | 6.450650 | 818.0005 |
| 525 | 1543.0 | 5.560397 | 3.920370 | 1.5400 | 4.101500 | 5.13420 | 6.329500 | 80.0406 |
| 526 | 1567.0 | 1.443457 | 0.958428 | 0.1705 | 0.484200 | 1.55010 | 2.211650 | 8.2037 |
| 527 | 1567.0 | 6.395717 | 1.888698 | 2.1700 | 4.895450 | 6.41080 | 7.594250 | 14.4479 |
| 528 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 529 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 530 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 531 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 532 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 533 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 534 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 535 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 536 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 537 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 538 | 1558.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 539 | 1559.0 | 3.034235 | 1.252913 | 0.8516 | 1.889900 | 3.05480 | 3.947000 | 6.5803 |
| 540 | 1559.0 | 1.942828 | 0.731928 | 0.6144 | 1.385300 | 1.78550 | 2.458350 | 4.0825 |
| 541 | 1559.0 | 9.611628 | 2.896376 | 3.2761 | 7.495750 | 9.45930 | 11.238400 | 25.7792 |
| 542 | 1565.0 | 0.111208 | 0.002737 | 0.1053 | 0.109600 | 0.10960 | 0.113400 | 0.1184 |
| 543 | 1565.0 | 0.008471 | 0.001534 | 0.0051 | 0.007800 | 0.00780 | 0.009000 | 0.0240 |
| 544 | 1565.0 | 0.002509 | 0.000296 | 0.0016 | 0.002400 | 0.00260 | 0.002600 | 0.0047 |
| 545 | 1565.0 | 7.611403 | 1.315544 | 4.4294 | 7.116000 | 7.11600 | 8.020700 | 21.0443 |
| 546 | 1307.0 | 1.039630 | 0.389066 | 0.4444 | 0.797500 | 0.91110 | 1.285550 | 3.9786 |
| 547 | 1307.0 | 403.546477 | 5.063887 | 372.8220 | 400.694000 | 403.12200 | 407.431000 | 421.7020 |
| 548 | 1307.0 | 75.679871 | 3.390523 | 71.0380 | 73.254000 | 74.08400 | 78.397000 | 83.7200 |
| 549 | 1307.0 | 0.663256 | 0.673346 | 0.0446 | 0.226250 | 0.47100 | 0.850350 | 7.0656 |
| 550 | 1307.0 | 17.013313 | 4.966954 | 6.1100 | 14.530000 | 16.34000 | 19.035000 | 131.6800 |
| 551 | 1307.0 | 1.230712 | 1.361117 | 0.1200 | 0.870000 | 1.15000 | 1.370000 | 39.3300 |
| 552 | 1307.0 | 0.276688 | 0.276231 | 0.0187 | 0.094900 | 0.19790 | 0.358450 | 2.7182 |
| 553 | 1307.0 | 7.703874 | 2.192647 | 2.7860 | 6.738100 | 7.42790 | 8.637150 | 56.9303 |
| 554 | 1307.0 | 0.503657 | 0.598852 | 0.0520 | 0.343800 | 0.47890 | 0.562350 | 17.4781 |
| 555 | 1307.0 | 57.746537 | 35.207552 | 4.8269 | 27.017600 | 54.44170 | 74.628700 | 303.5500 |
| 556 | 1307.0 | 4.216905 | 1.280008 | 1.4967 | 3.625100 | 4.06710 | 4.702700 | 35.3198 |
| 557 | 1307.0 | 1.623070 | 1.870433 | 0.1646 | 1.182900 | 1.52980 | 1.815600 | 54.2917 |
| 558 | 1566.0 | 0.995009 | 0.083860 | 0.8919 | 0.955200 | 0.97270 | 1.000800 | 1.5121 |
| 559 | 1566.0 | 0.325708 | 0.201392 | 0.0699 | 0.149825 | 0.29090 | 0.443600 | 1.0737 |
| 560 | 1566.0 | 0.072443 | 0.051578 | 0.0177 | 0.036200 | 0.05920 | 0.089000 | 0.4457 |
| 561 | 1566.0 | 32.284956 | 19.026081 | 7.2369 | 15.762450 | 29.73115 | 44.113400 | 101.1146 |
| 562 | 1294.0 | 262.729683 | 7.630585 | 242.2860 | 259.972500 | 264.27200 | 265.707000 | 311.4040 |
| 563 | 1294.0 | 0.679641 | 0.121758 | 0.3049 | 0.567100 | 0.65100 | 0.768875 | 1.2988 |
| 564 | 1294.0 | 6.444985 | 2.633583 | 0.9700 | 4.980000 | 5.16000 | 7.800000 | 32.5800 |
| 565 | 1294.0 | 0.145610 | 0.081122 | 0.0224 | 0.087700 | 0.11955 | 0.186150 | 0.6892 |
| 566 | 1294.0 | 2.610870 | 1.032761 | 0.4122 | 2.090200 | 2.15045 | 3.098725 | 14.0141 |
| 567 | 1294.0 | 0.060086 | 0.032761 | 0.0091 | 0.038200 | 0.04865 | 0.075275 | 0.2932 |
| 568 | 1294.0 | 2.452417 | 0.996644 | 0.3706 | 1.884400 | 1.99970 | 2.970850 | 12.7462 |
| 569 | 1294.0 | 21.117674 | 10.213294 | 3.2504 | 15.466200 | 16.98835 | 24.772175 | 84.8024 |
| 570 | 1567.0 | 530.523623 | 17.499736 | 317.1964 | 530.702700 | 532.39820 | 534.356400 | 589.5082 |
| 571 | 1567.0 | 2.101836 | 0.275112 | 0.9802 | 1.982900 | 2.11860 | 2.290650 | 2.7395 |
| 572 | 1567.0 | 28.450165 | 86.304681 | 3.5400 | 7.500000 | 8.65000 | 10.130000 | 454.5600 |
| 573 | 1567.0 | 0.345636 | 0.248478 | 0.0667 | 0.242250 | 0.29340 | 0.366900 | 2.1967 |
| 574 | 1567.0 | 9.162315 | 26.920150 | 1.0395 | 2.567850 | 2.97580 | 3.492500 | 170.0204 |
| 575 | 1567.0 | 0.104729 | 0.067791 | 0.0230 | 0.075100 | 0.08950 | 0.112150 | 0.5502 |
| 576 | 1567.0 | 5.563747 | 16.921369 | 0.6636 | 1.408450 | 1.62450 | 1.902000 | 90.4235 |
| 577 | 1567.0 | 16.642363 | 12.485267 | 4.5820 | 11.501550 | 13.81790 | 17.080900 | 96.9601 |
| 578 | 618.0 | 0.021615 | 0.011730 | -0.0169 | 0.013800 | 0.02040 | 0.027700 | 0.1028 |
| 579 | 618.0 | 0.016829 | 0.009640 | 0.0032 | 0.010600 | 0.01480 | 0.020000 | 0.0799 |
| 580 | 618.0 | 0.005396 | 0.003116 | 0.0010 | 0.003400 | 0.00470 | 0.006475 | 0.0286 |
| 581 | 618.0 | 97.934373 | 87.520966 | 0.0000 | 46.184900 | 72.28890 | 116.539150 | 737.3048 |
| 582 | 1566.0 | 0.500096 | 0.003404 | 0.4778 | 0.497900 | 0.50020 | 0.502375 | 0.5098 |
| 583 | 1566.0 | 0.015318 | 0.017180 | 0.0060 | 0.011600 | 0.01380 | 0.016500 | 0.4766 |
| 584 | 1566.0 | 0.003847 | 0.003720 | 0.0017 | 0.003100 | 0.00360 | 0.004100 | 0.1045 |
| 585 | 1566.0 | 3.067826 | 3.578033 | 1.1975 | 2.306500 | 2.75765 | 3.295175 | 99.3032 |
| 586 | 1566.0 | 0.021458 | 0.012358 | -0.0169 | 0.013425 | 0.02050 | 0.027600 | 0.1028 |
| 587 | 1566.0 | 0.016475 | 0.008808 | 0.0032 | 0.010600 | 0.01480 | 0.020300 | 0.0799 |
| 588 | 1566.0 | 0.005283 | 0.002867 | 0.0010 | 0.003300 | 0.00460 | 0.006400 | 0.0286 |
| 589 | 1566.0 | 99.670066 | 93.891919 | 0.0000 | 44.368600 | 71.90050 | 114.749700 | 737.3048 |
| Pass/Fail | 1567.0 | -0.867262 | 0.498010 | -1.0000 | -1.000000 | -1.00000 | -1.000000 | 1.0000 |
# We can see that manu columns have same values across all rows, such columns wont support in creating our model,
# hence such columns can be dropped too
counter = 0
for columns in Data.columns:
if Data[columns].min() == Data[columns].median() and Data[columns].max() == Data[columns].median():
counter = counter + 1
print( columns , 'Column has single value ', Data[columns].median(), ', hence can be dropped')
del Data[columns]
print('New shape of the data set after deleting above', counter ,' columns is', Data.shape)
5 Column has single value 100.0 , hence can be dropped 13 Column has single value 0.0 , hence can be dropped 42 Column has single value 70.0 , hence can be dropped 49 Column has single value 1.0 , hence can be dropped 52 Column has single value 0.0 , hence can be dropped 69 Column has single value 1.0 , hence can be dropped 97 Column has single value 0.0 , hence can be dropped 141 Column has single value 0.0 , hence can be dropped 149 Column has single value 0.0 , hence can be dropped 178 Column has single value 0.0 , hence can be dropped 179 Column has single value 0.0 , hence can be dropped 186 Column has single value 0.0 , hence can be dropped 189 Column has single value 0.0 , hence can be dropped 190 Column has single value 0.0 , hence can be dropped 191 Column has single value 0.0 , hence can be dropped 192 Column has single value 0.0 , hence can be dropped 193 Column has single value 0.0 , hence can be dropped 194 Column has single value 0.0 , hence can be dropped 226 Column has single value 0.0 , hence can be dropped 229 Column has single value 0.0 , hence can be dropped 230 Column has single value 0.0 , hence can be dropped 231 Column has single value 0.0 , hence can be dropped 232 Column has single value 0.0 , hence can be dropped 233 Column has single value 0.0 , hence can be dropped 234 Column has single value 0.0 , hence can be dropped 235 Column has single value 0.0 , hence can be dropped 236 Column has single value 0.0 , hence can be dropped 237 Column has single value 0.0 , hence can be dropped 240 Column has single value 0.0 , hence can be dropped 241 Column has single value 0.0 , hence can be dropped 242 Column has single value 0.0 , hence can be dropped 243 Column has single value 0.0 , hence can be dropped 256 Column has single value 0.0 , hence can be dropped 257 Column has single value 0.0 , hence can be dropped 258 Column has single value 0.0 , hence can be dropped 259 Column has single value 0.0 , hence can be dropped 260 Column has single value 0.0 , hence can be dropped 261 Column has single value 0.0 , hence can be dropped 262 Column has single value 0.0 , hence can be dropped 263 Column has single value 0.0 , hence can be dropped 264 Column has single value 0.0 , hence can be dropped 265 Column has single value 0.0 , hence can be dropped 266 Column has single value 0.0 , hence can be dropped 276 Column has single value 0.0 , hence can be dropped 284 Column has single value 0.0 , hence can be dropped 313 Column has single value 0.0 , hence can be dropped 314 Column has single value 0.0 , hence can be dropped 315 Column has single value 0.0 , hence can be dropped 322 Column has single value 0.0 , hence can be dropped 325 Column has single value 0.0 , hence can be dropped 326 Column has single value 0.0 , hence can be dropped 327 Column has single value 0.0 , hence can be dropped 328 Column has single value 0.0 , hence can be dropped 329 Column has single value 0.0 , hence can be dropped 330 Column has single value 0.0 , hence can be dropped 364 Column has single value 0.0 , hence can be dropped 369 Column has single value 0.0 , hence can be dropped 370 Column has single value 0.0 , hence can be dropped 371 Column has single value 0.0 , hence can be dropped 372 Column has single value 0.0 , hence can be dropped 373 Column has single value 0.0 , hence can be dropped 374 Column has single value 0.0 , hence can be dropped 375 Column has single value 0.0 , hence can be dropped 378 Column has single value 0.0 , hence can be dropped 379 Column has single value 0.0 , hence can be dropped 380 Column has single value 0.0 , hence can be dropped 381 Column has single value 0.0 , hence can be dropped 394 Column has single value 0.0 , hence can be dropped 395 Column has single value 0.0 , hence can be dropped 396 Column has single value 0.0 , hence can be dropped 397 Column has single value 0.0 , hence can be dropped 398 Column has single value 0.0 , hence can be dropped 399 Column has single value 0.0 , hence can be dropped 400 Column has single value 0.0 , hence can be dropped 401 Column has single value 0.0 , hence can be dropped 402 Column has single value 0.0 , hence can be dropped 403 Column has single value 0.0 , hence can be dropped 404 Column has single value 0.0 , hence can be dropped 414 Column has single value 0.0 , hence can be dropped 422 Column has single value 0.0 , hence can be dropped 449 Column has single value 0.0 , hence can be dropped 450 Column has single value 0.0 , hence can be dropped 451 Column has single value 0.0 , hence can be dropped 458 Column has single value 0.0 , hence can be dropped 461 Column has single value 0.0 , hence can be dropped 462 Column has single value 0.0 , hence can be dropped 463 Column has single value 0.0 , hence can be dropped 464 Column has single value 0.0 , hence can be dropped 465 Column has single value 0.0 , hence can be dropped 466 Column has single value 0.0 , hence can be dropped 481 Column has single value 0.0 , hence can be dropped 498 Column has single value 0.0 , hence can be dropped 501 Column has single value 0.0 , hence can be dropped 502 Column has single value 0.0 , hence can be dropped 503 Column has single value 0.0 , hence can be dropped 504 Column has single value 0.0 , hence can be dropped 505 Column has single value 0.0 , hence can be dropped 506 Column has single value 0.0 , hence can be dropped 507 Column has single value 0.0 , hence can be dropped 508 Column has single value 0.0 , hence can be dropped 509 Column has single value 0.0 , hence can be dropped 512 Column has single value 0.0 , hence can be dropped 513 Column has single value 0.0 , hence can be dropped 514 Column has single value 0.0 , hence can be dropped 515 Column has single value 0.0 , hence can be dropped 528 Column has single value 0.0 , hence can be dropped 529 Column has single value 0.0 , hence can be dropped 530 Column has single value 0.0 , hence can be dropped 531 Column has single value 0.0 , hence can be dropped 532 Column has single value 0.0 , hence can be dropped 533 Column has single value 0.0 , hence can be dropped 534 Column has single value 0.0 , hence can be dropped 535 Column has single value 0.0 , hence can be dropped 536 Column has single value 0.0 , hence can be dropped 537 Column has single value 0.0 , hence can be dropped 538 Column has single value 0.0 , hence can be dropped New shape of the data set after deleting above 116 columns is (1567, 455)
#Lets see if we have features with very less variance, if we have any then we can drop those features too,
# since column haveing very low variance won't be helpfull in building our model
Data.var(axis = 0, skipna = True)
0 5.420167e+03 1 6.465399e+03 2 8.710261e+02 3 1.950915e+05 4 3.175947e+03 6 3.890284e+01 7 8.030522e-05 8 5.460702e-03 9 2.284992e-04 10 8.652916e-05 11 1.550536e-04 12 1.060984e+01 14 7.820947e+00 15 2.965661e+02 16 5.778575e+00 17 1.455018e-04 18 7.734187e+00 19 4.750885e-02 20 2.801249e-04 21 3.929060e+05 22 8.731938e+04 23 1.904848e+06 24 8.425610e+06 25 3.154193e-02 26 3.590837e-02 27 1.548156e+00 28 1.197977e+01 29 1.670310e-01 30 1.085303e-03 31 2.865695e-01 32 4.106902e+00 33 1.807563e+00 34 1.398586e+00 35 6.629330e+00 36 1.398587e+00 37 9.250163e-02 38 1.995906e-01 39 3.266047e+00 40 5.790252e+02 41 5.571606e+00 43 3.887156e+01 44 3.063816e-02 45 6.161069e+01 46 1.481166e+02 47 3.596216e-02 48 2.046885e+01 50 7.471848e+01 51 3.711869e+03 53 3.019461e-03 54 3.549857e-03 55 6.630273e+02 56 4.634017e-05 57 1.743858e-05 58 7.241121e-03 59 9.086321e+01 60 3.633544e+01 61 7.555730e-02 62 7.446001e+01 63 5.069245e+01 64 2.477518e+01 65 5.071865e+01 66 1.350960e+02 67 9.455766e+04 68 1.797841e+01 70 9.099615e+01 71 1.001843e+03 72 3.381362e+02 73 3.108129e+02 74 1.127625e-02 75 4.969407e-04 76 1.102458e-03 77 9.839660e-04 78 2.291757e-03 79 5.326701e-04 80 2.423201e-03 81 2.897187e-04 82 1.301356e-03 83 2.665155e-01 84 2.551565e-05 86 1.393668e-03 87 1.650670e-04 88 2.866238e+03 89 2.742917e-03 90 1.570645e+05 91 7.688300e-03 92 1.043952e-05 93 9.059099e-06 94 3.032293e-08 95 1.090102e-08 96 4.821456e-02 98 1.824228e-01 99 3.936357e-03 100 1.264063e-07 101 4.873603e-08 102 3.964927e-03 103 9.391460e-06 104 7.237052e-07 105 1.025491e-05 106 8.927623e-06 107 7.651836e-03 108 7.526910e-03 112 2.395073e-03 113 1.472066e-04 114 2.782538e-06 115 2.396029e+03 116 9.018359e-05 117 4.205749e+01 118 6.563458e-05 119 8.007676e-05 120 1.545158e-02 121 9.923691e-03 122 8.174338e-01 123 1.173213e-02 124 1.302878e-02 125 7.871093e-02 126 6.424745e-02 127 1.833556e-02 128 6.978819e-02 129 1.489568e+00 130 6.811409e-03 131 5.065094e-06 132 2.828198e-03 133 4.274154e+01 134 8.942947e+00 135 3.311384e+03 136 2.906266e+03 137 2.730378e+03 138 1.524079e+02 139 6.932721e+04 140 2.569700e+05 142 1.261851e+01 143 1.643035e-06 144 3.762937e-03 145 7.044026e-04 146 4.771816e-04 147 7.356522e-04 148 3.512113e+02 150 1.050954e+01 151 9.611576e+02 152 5.458794e+02 153 8.734168e-05 154 2.744942e+01 155 1.259842e+00 156 6.268600e-03 159 9.663736e+05 160 3.304049e+05 161 1.797120e+07 162 4.294927e+07 163 1.488131e-02 164 5.882256e-02 165 1.659172e-01 166 1.253853e+00 167 4.003940e-01 168 2.269439e-03 169 3.917138e-02 170 2.479616e-02 171 3.694800e-03 172 5.075566e-03 173 9.164992e-03 174 5.076119e-03 175 1.353084e-02 176 5.612675e-03 177 8.003409e-02 180 1.096691e+01 181 5.035615e-02 182 1.733932e+01 183 4.673228e+01 184 1.214354e-02 185 5.167770e+01 187 7.413058e+01 188 4.714056e+02 195 1.561727e-01 196 2.471475e+02 197 1.113481e+02 198 2.891269e-01 199 2.704563e+02 200 7.552859e+01 201 2.605587e+01 202 2.138293e+02 203 3.049144e+02 204 3.193394e+05 205 1.331966e+02 206 2.562460e-03 207 3.061645e+02 208 7.877645e+02 209 1.364396e+00 210 1.769425e-03 211 6.252572e-04 212 9.971476e-04 213 2.812135e-03 214 3.187243e-03 215 9.264001e-04 216 6.637996e-04 217 2.142159e-03 218 1.369921e+00 219 2.709667e-06 221 5.431336e-04 222 3.128922e-03 223 3.042185e+03 224 5.071041e-03 225 1.876363e+05 227 1.156854e-04 228 1.154524e-04 238 2.883027e-06 239 2.077649e-06 247 4.472961e-03 248 2.424092e-03 249 2.487177e-04 250 2.980862e+03 251 1.404188e-03 252 4.141535e+03 253 5.028854e-04 254 8.339595e-05 255 1.448031e-02 267 8.790437e-04 268 5.394028e+01 269 1.327862e+00 270 7.059382e+01 271 3.192096e+02 272 3.146194e+02 273 1.467244e+01 274 7.328693e+03 275 2.854390e+04 277 1.431462e+00 278 1.156231e-07 279 4.116502e-04 280 4.202943e-05 281 3.075236e-05 282 7.310877e-05 283 3.439029e+01 285 9.272202e-01 286 9.533236e+01 287 5.455806e+01 288 8.620656e-06 289 2.614667e+00 290 7.343397e-02 291 6.527423e-04 294 2.275768e+05 295 8.038966e+04 296 3.901065e+06 297 1.041304e+07 298 4.124834e-03 299 1.711528e-02 300 4.802548e-02 301 1.102118e-01 302 3.901178e-02 303 2.105579e-04 304 4.207780e-03 305 3.293324e-03 306 6.451579e-04 307 7.544716e-04 308 1.128504e-03 309 7.546067e-04 310 1.888758e-03 311 8.292196e-04 312 1.376298e-02 316 1.037605e+00 317 5.240654e-03 318 1.478486e+00 319 4.748297e+00 320 1.016640e-03 321 4.481666e+00 323 6.344652e+00 324 4.376947e+01 331 4.022668e-03 332 3.186857e+01 333 1.158345e+01 334 2.988838e-02 335 3.342642e+01 336 5.709511e+01 337 2.888079e+00 338 3.186627e+01 339 3.690200e+01 340 6.850702e+04 341 1.345350e+01 342 1.281152e-04 343 2.885650e+01 344 7.912496e+01 345 3.067040e+02 346 2.916409e+02 347 1.240352e-01 348 1.407185e-04 349 1.124280e-04 350 2.052244e-04 351 6.033369e-04 352 1.731107e-04 353 2.402275e-04 354 1.707700e-04 355 4.975885e-04 356 1.497052e-01 357 2.509253e-07 359 5.092760e-05 360 4.001028e-04 361 2.909175e+02 362 4.684651e-04 363 1.926598e+04 365 7.054390e-06 366 5.676064e-06 367 7.285036e-06 368 4.438111e-06 376 2.855300e-07 377 2.176596e-07 385 2.063713e-04 386 2.398823e-04 387 2.489346e-05 388 2.967696e+02 389 1.396180e-04 390 4.131632e+02 391 4.539671e-05 392 8.735296e-06 393 1.475212e-03 405 1.150958e-04 406 8.006542e+00 407 1.330142e-01 408 6.646691e+00 409 3.157172e+00 410 4.507035e+00 411 3.041238e-01 412 3.390615e+02 413 2.238091e+03 415 1.566870e+01 416 1.072122e+00 417 1.643909e+01 418 8.277387e+04 419 1.059167e+05 420 9.349482e+00 421 4.780139e+01 423 1.062560e+03 424 4.001024e+01 425 5.409213e+02 426 9.912593e-01 427 9.254643e+00 428 1.130549e+02 429 4.141425e+01 430 1.300330e+03 431 1.324626e+03 432 1.592359e+04 433 5.097610e+04 434 1.163414e+03 435 1.181282e+03 436 1.194242e+03 437 2.596203e+00 438 1.163359e+03 439 1.472731e+03 440 3.806237e+01 441 3.393432e-02 442 4.345375e-01 443 2.060719e-02 444 2.418700e-02 445 1.995218e-02 446 3.103171e-02 447 7.475464e-03 448 5.582603e-02 452 8.449220e-01 453 5.066121e+00 454 9.361522e+00 455 8.805422e-01 456 6.602986e+01 457 2.059105e+01 459 1.810576e+00 460 1.778273e+02 467 7.523348e+01 468 5.325337e+04 469 9.933116e+00 470 2.483394e+01 471 1.035127e+02 472 2.275103e+03 473 5.043215e+02 474 6.161773e+02 475 6.818230e+00 476 2.231913e+02 477 1.037348e+02 478 2.562460e+01 479 6.962254e+00 480 1.278241e+03 482 7.896736e+04 483 3.719668e+04 484 4.542296e+04 485 4.782532e+04 486 8.257811e+04 487 6.961030e+04 488 6.352605e+04 489 5.200530e+04 490 3.257524e+02 491 1.498868e+00 493 9.485753e-01 494 4.376087e+01 495 1.062773e+01 496 6.062225e+02 497 2.456835e+01 499 1.054764e+05 500 1.043312e+05 510 1.420667e+03 511 1.086788e+05 519 2.500959e+02 520 3.251698e+01 521 1.063435e+04 522 5.047300e+01 523 1.720243e+01 524 4.269767e+02 525 1.536930e+01 526 9.185833e-01 527 3.567179e+00 539 1.569791e+00 540 5.357191e-01 541 8.388993e+00 542 7.489852e-06 543 2.351759e-06 544 8.733216e-08 545 1.730657e+00 546 1.513722e-01 547 2.564295e+01 548 1.149565e+01 549 4.533945e-01 550 2.467063e+01 551 1.852640e+00 552 7.630337e-02 553 4.807702e+00 554 3.586237e-01 555 1.239572e+03 556 1.638422e+00 557 3.498521e+00 558 7.032422e-03 559 4.055869e-02 560 2.660272e-03 561 3.619918e+02 562 5.822583e+01 563 1.482495e-02 564 6.935761e+00 565 6.580836e-03 566 1.066596e+00 567 1.073280e-03 568 9.932996e-01 569 1.043114e+02 570 3.062408e+02 571 7.568653e-02 572 7.448498e+03 573 6.174138e-02 574 7.246945e+02 575 4.595636e-03 576 2.863327e+02 577 1.558819e+02 578 1.376002e-04 579 9.293216e-05 580 9.709368e-06 581 7.659920e+03 582 1.158943e-05 583 2.951497e-04 584 1.384171e-05 585 1.280232e+01 586 1.527245e-04 587 7.757268e-05 588 8.220099e-06 589 8.815693e+03 Pass/Fail 2.480144e-01 dtype: float64
#We can see that we have many features with very low variance,
#lets get rid of such features which has variance less than 10%
counter = 0
for columns in Data.columns[:454]: # leaving the last column
if Data[columns].var() <=10:
counter = counter + 1
print( columns , 'Column has variance of ', Data[columns].var(), 'which is very low, hence can be dropped')
del Data[columns]
print('New shape of the data set after deleting above', counter ,' columns is', Data.shape)
7 Column has variance of 8.030522137796683e-05 which is very low, hence can be dropped 8 Column has variance of 0.0054607018028647765 which is very low, hence can be dropped 9 Column has variance of 0.00022849918565487037 which is very low, hence can be dropped 10 Column has variance of 8.652915872302494e-05 which is very low, hence can be dropped 11 Column has variance of 0.00015505359361185774 which is very low, hence can be dropped 14 Column has variance of 7.820946786353919 which is very low, hence can be dropped 16 Column has variance of 5.778574796383628 which is very low, hence can be dropped 17 Column has variance of 0.0001455017992932797 which is very low, hence can be dropped 18 Column has variance of 7.734187455719755 which is very low, hence can be dropped 19 Column has variance of 0.04750885460969863 which is very low, hence can be dropped 20 Column has variance of 0.00028012491013976854 which is very low, hence can be dropped 25 Column has variance of 0.03154192896995499 which is very low, hence can be dropped 26 Column has variance of 0.03590837324042573 which is very low, hence can be dropped 27 Column has variance of 1.5481562508658315 which is very low, hence can be dropped 29 Column has variance of 0.1670309511443572 which is very low, hence can be dropped 30 Column has variance of 0.0010853033811722226 which is very low, hence can be dropped 31 Column has variance of 0.2865694657314093 which is very low, hence can be dropped 32 Column has variance of 4.10690168344204 which is very low, hence can be dropped 33 Column has variance of 1.8075629222614 which is very low, hence can be dropped 34 Column has variance of 1.3985857497574437 which is very low, hence can be dropped 35 Column has variance of 6.629330325793535 which is very low, hence can be dropped 36 Column has variance of 1.3985874294421847 which is very low, hence can be dropped 37 Column has variance of 0.09250162542205558 which is very low, hence can be dropped 38 Column has variance of 0.1995905503449948 which is very low, hence can be dropped 39 Column has variance of 3.266047230814435 which is very low, hence can be dropped 41 Column has variance of 5.571606134393028 which is very low, hence can be dropped 44 Column has variance of 0.030638159733130922 which is very low, hence can be dropped 47 Column has variance of 0.03596215621214383 which is very low, hence can be dropped 53 Column has variance of 0.003019460758267987 which is very low, hence can be dropped 54 Column has variance of 0.0035498565580653093 which is very low, hence can be dropped 56 Column has variance of 4.634017080321758e-05 which is very low, hence can be dropped 57 Column has variance of 1.743857661527828e-05 which is very low, hence can be dropped 58 Column has variance of 0.007241120885653585 which is very low, hence can be dropped 61 Column has variance of 0.07555730046428144 which is very low, hence can be dropped 74 Column has variance of 0.011276246156309962 which is very low, hence can be dropped 75 Column has variance of 0.0004969407105601385 which is very low, hence can be dropped 76 Column has variance of 0.0011024577626164926 which is very low, hence can be dropped 77 Column has variance of 0.0009839660465110422 which is very low, hence can be dropped 78 Column has variance of 0.0022917572584526735 which is very low, hence can be dropped 79 Column has variance of 0.0005326701365019892 which is very low, hence can be dropped 80 Column has variance of 0.002423200925908655 which is very low, hence can be dropped 81 Column has variance of 0.00028971867724454105 which is very low, hence can be dropped 82 Column has variance of 0.001301355798026818 which is very low, hence can be dropped 83 Column has variance of 0.2665154925133077 which is very low, hence can be dropped 84 Column has variance of 2.5515645242854266e-05 which is very low, hence can be dropped 86 Column has variance of 0.0013936678611708101 which is very low, hence can be dropped 87 Column has variance of 0.00016506704640163736 which is very low, hence can be dropped 89 Column has variance of 0.0027429169334404328 which is very low, hence can be dropped 91 Column has variance of 0.007688300488181476 which is very low, hence can be dropped 92 Column has variance of 1.043951756371396e-05 which is very low, hence can be dropped 93 Column has variance of 9.059099482771316e-06 which is very low, hence can be dropped 94 Column has variance of 3.0322927446245835e-08 which is very low, hence can be dropped 95 Column has variance of 1.0901024983984442e-08 which is very low, hence can be dropped 96 Column has variance of 0.04821456154575472 which is very low, hence can be dropped 98 Column has variance of 0.18242276916571443 which is very low, hence can be dropped 99 Column has variance of 0.003936356967681807 which is very low, hence can be dropped 100 Column has variance of 1.2640633880319945e-07 which is very low, hence can be dropped 101 Column has variance of 4.873602555889598e-08 which is very low, hence can be dropped 102 Column has variance of 0.0039649267096042995 which is very low, hence can be dropped 103 Column has variance of 9.391459818765717e-06 which is very low, hence can be dropped 104 Column has variance of 7.237051878120312e-07 which is very low, hence can be dropped 105 Column has variance of 1.0254912194681282e-05 which is very low, hence can be dropped 106 Column has variance of 8.927622595640542e-06 which is very low, hence can be dropped 107 Column has variance of 0.007651836337760147 which is very low, hence can be dropped 108 Column has variance of 0.007526909831427886 which is very low, hence can be dropped 112 Column has variance of 0.0023950727386587455 which is very low, hence can be dropped 113 Column has variance of 0.0001472065857839001 which is very low, hence can be dropped 114 Column has variance of 2.782538181735315e-06 which is very low, hence can be dropped 116 Column has variance of 9.018359277923213e-05 which is very low, hence can be dropped 118 Column has variance of 6.563458496721313e-05 which is very low, hence can be dropped 119 Column has variance of 8.00767608750401e-05 which is very low, hence can be dropped 120 Column has variance of 0.015451581590433616 which is very low, hence can be dropped 121 Column has variance of 0.009923690888719047 which is very low, hence can be dropped 122 Column has variance of 0.8174338282026655 which is very low, hence can be dropped 123 Column has variance of 0.01173212569348089 which is very low, hence can be dropped 124 Column has variance of 0.013028782392326488 which is very low, hence can be dropped 125 Column has variance of 0.07871093279650547 which is very low, hence can be dropped 126 Column has variance of 0.0642474541777042 which is very low, hence can be dropped 127 Column has variance of 0.018335560840219728 which is very low, hence can be dropped 128 Column has variance of 0.06978818897306724 which is very low, hence can be dropped 129 Column has variance of 1.4895683782156268 which is very low, hence can be dropped 130 Column has variance of 0.00681140948330165 which is very low, hence can be dropped 131 Column has variance of 5.065094108927022e-06 which is very low, hence can be dropped 132 Column has variance of 0.002828197864427096 which is very low, hence can be dropped 134 Column has variance of 8.942947204486611 which is very low, hence can be dropped 143 Column has variance of 1.6430351479054807e-06 which is very low, hence can be dropped 144 Column has variance of 0.0037629373318026193 which is very low, hence can be dropped 145 Column has variance of 0.0007044025657975374 which is very low, hence can be dropped 146 Column has variance of 0.00047718164481994963 which is very low, hence can be dropped 147 Column has variance of 0.0007356522448624469 which is very low, hence can be dropped 153 Column has variance of 8.734167889804659e-05 which is very low, hence can be dropped 155 Column has variance of 1.2598418658186799 which is very low, hence can be dropped 156 Column has variance of 0.006268599505444745 which is very low, hence can be dropped 163 Column has variance of 0.014881313662845466 which is very low, hence can be dropped 164 Column has variance of 0.05882256318687977 which is very low, hence can be dropped 165 Column has variance of 0.16591717837444642 which is very low, hence can be dropped 166 Column has variance of 1.2538532884469245 which is very low, hence can be dropped 167 Column has variance of 0.4003939681164857 which is very low, hence can be dropped 168 Column has variance of 0.0022694389923437106 which is very low, hence can be dropped 169 Column has variance of 0.0391713822834871 which is very low, hence can be dropped 170 Column has variance of 0.024796161999506305 which is very low, hence can be dropped 171 Column has variance of 0.0036948002448026944 which is very low, hence can be dropped 172 Column has variance of 0.0050755658751994205 which is very low, hence can be dropped 173 Column has variance of 0.009164992446403014 which is very low, hence can be dropped 174 Column has variance of 0.005076118763304898 which is very low, hence can be dropped 175 Column has variance of 0.013530839840985957 which is very low, hence can be dropped 176 Column has variance of 0.005612675480183944 which is very low, hence can be dropped 177 Column has variance of 0.08003408544510127 which is very low, hence can be dropped 181 Column has variance of 0.050356146480114584 which is very low, hence can be dropped 184 Column has variance of 0.01214353542877193 which is very low, hence can be dropped 195 Column has variance of 0.15617273678118296 which is very low, hence can be dropped 198 Column has variance of 0.28912687634816603 which is very low, hence can be dropped 206 Column has variance of 0.002562459961563105 which is very low, hence can be dropped 209 Column has variance of 1.3643962203715427 which is very low, hence can be dropped 210 Column has variance of 0.0017694254949636586 which is very low, hence can be dropped 211 Column has variance of 0.0006252572111363548 which is very low, hence can be dropped 212 Column has variance of 0.0009971475888599435 which is very low, hence can be dropped 213 Column has variance of 0.002812134652760093 which is very low, hence can be dropped 214 Column has variance of 0.003187242900736602 which is very low, hence can be dropped 215 Column has variance of 0.0009264001095193327 which is very low, hence can be dropped 216 Column has variance of 0.0006637996380541214 which is very low, hence can be dropped 217 Column has variance of 0.0021421589156585996 which is very low, hence can be dropped 218 Column has variance of 1.3699206375617323 which is very low, hence can be dropped 219 Column has variance of 2.709666910824481e-06 which is very low, hence can be dropped 221 Column has variance of 0.000543133593480152 which is very low, hence can be dropped 222 Column has variance of 0.0031289219135326963 which is very low, hence can be dropped 224 Column has variance of 0.005071041370359711 which is very low, hence can be dropped 227 Column has variance of 0.00011568535685511909 which is very low, hence can be dropped 228 Column has variance of 0.00011545240637997116 which is very low, hence can be dropped 238 Column has variance of 2.8830265641469716e-06 which is very low, hence can be dropped 239 Column has variance of 2.0776490443934183e-06 which is very low, hence can be dropped 247 Column has variance of 0.004472960982150241 which is very low, hence can be dropped 248 Column has variance of 0.0024240922937240924 which is very low, hence can be dropped 249 Column has variance of 0.0002487177487222367 which is very low, hence can be dropped 251 Column has variance of 0.00140418766188983 which is very low, hence can be dropped 253 Column has variance of 0.0005028853663715393 which is very low, hence can be dropped 254 Column has variance of 8.339595473694748e-05 which is very low, hence can be dropped 255 Column has variance of 0.014480312089365502 which is very low, hence can be dropped 267 Column has variance of 0.0008790437182667847 which is very low, hence can be dropped 269 Column has variance of 1.3278623084429109 which is very low, hence can be dropped 277 Column has variance of 1.431462163837263 which is very low, hence can be dropped 278 Column has variance of 1.1562307950429757e-07 which is very low, hence can be dropped 279 Column has variance of 0.0004116502037456183 which is very low, hence can be dropped 280 Column has variance of 4.202943019046751e-05 which is very low, hence can be dropped 281 Column has variance of 3.075236236241965e-05 which is very low, hence can be dropped 282 Column has variance of 7.310877011513063e-05 which is very low, hence can be dropped 285 Column has variance of 0.9272202024925948 which is very low, hence can be dropped 288 Column has variance of 8.620655585609012e-06 which is very low, hence can be dropped 289 Column has variance of 2.614667248896111 which is very low, hence can be dropped 290 Column has variance of 0.07343396952895369 which is very low, hence can be dropped 291 Column has variance of 0.0006527422682057519 which is very low, hence can be dropped 298 Column has variance of 0.004124833624482154 which is very low, hence can be dropped 299 Column has variance of 0.01711528069619148 which is very low, hence can be dropped 300 Column has variance of 0.04802548035925769 which is very low, hence can be dropped 301 Column has variance of 0.11021184043908873 which is very low, hence can be dropped 302 Column has variance of 0.039011778068873924 which is very low, hence can be dropped 303 Column has variance of 0.00021055787276010558 which is very low, hence can be dropped 304 Column has variance of 0.004207780405799822 which is very low, hence can be dropped 305 Column has variance of 0.003293323864733424 which is very low, hence can be dropped 306 Column has variance of 0.0006451578550753018 which is very low, hence can be dropped 307 Column has variance of 0.0007544715993618364 which is very low, hence can be dropped 308 Column has variance of 0.0011285041357480682 which is very low, hence can be dropped 309 Column has variance of 0.0007546066849179246 which is very low, hence can be dropped 310 Column has variance of 0.0018887582044687665 which is very low, hence can be dropped 311 Column has variance of 0.0008292196066574446 which is very low, hence can be dropped 312 Column has variance of 0.013762984826786482 which is very low, hence can be dropped 316 Column has variance of 1.0376054107044184 which is very low, hence can be dropped 317 Column has variance of 0.005240653758583965 which is very low, hence can be dropped 318 Column has variance of 1.4784856824773227 which is very low, hence can be dropped 319 Column has variance of 4.748297235151143 which is very low, hence can be dropped 320 Column has variance of 0.0010166399821975734 which is very low, hence can be dropped 321 Column has variance of 4.481665675012632 which is very low, hence can be dropped 323 Column has variance of 6.344652353984891 which is very low, hence can be dropped 331 Column has variance of 0.004022667883023151 which is very low, hence can be dropped 334 Column has variance of 0.029888376975788052 which is very low, hence can be dropped 337 Column has variance of 2.888078659500959 which is very low, hence can be dropped 342 Column has variance of 0.00012811520819987126 which is very low, hence can be dropped 347 Column has variance of 0.12403515444586867 which is very low, hence can be dropped 348 Column has variance of 0.00014071846291313514 which is very low, hence can be dropped 349 Column has variance of 0.00011242800894042184 which is very low, hence can be dropped 350 Column has variance of 0.00020522439258338344 which is very low, hence can be dropped 351 Column has variance of 0.0006033369437810851 which is very low, hence can be dropped 352 Column has variance of 0.00017311069178995876 which is very low, hence can be dropped 353 Column has variance of 0.0002402274658072566 which is very low, hence can be dropped 354 Column has variance of 0.0001707699738411117 which is very low, hence can be dropped 355 Column has variance of 0.0004975884980494316 which is very low, hence can be dropped 356 Column has variance of 0.14970523332802896 which is very low, hence can be dropped 357 Column has variance of 2.509253001278694e-07 which is very low, hence can be dropped 359 Column has variance of 5.0927598464824974e-05 which is very low, hence can be dropped 360 Column has variance of 0.0004001027561593251 which is very low, hence can be dropped 362 Column has variance of 0.00046846512707141334 which is very low, hence can be dropped 365 Column has variance of 7.054390421872338e-06 which is very low, hence can be dropped 366 Column has variance of 5.676063644460448e-06 which is very low, hence can be dropped 367 Column has variance of 7.285035923717533e-06 which is very low, hence can be dropped 368 Column has variance of 4.4381107689022426e-06 which is very low, hence can be dropped 376 Column has variance of 2.855300000817083e-07 which is very low, hence can be dropped 377 Column has variance of 2.1765962592843768e-07 which is very low, hence can be dropped 385 Column has variance of 0.0002063712797978626 which is very low, hence can be dropped 386 Column has variance of 0.00023988228085489242 which is very low, hence can be dropped 387 Column has variance of 2.4893458691841078e-05 which is very low, hence can be dropped 389 Column has variance of 0.00013961795973955034 which is very low, hence can be dropped 391 Column has variance of 4.539670690529095e-05 which is very low, hence can be dropped 392 Column has variance of 8.73529629711132e-06 which is very low, hence can be dropped 393 Column has variance of 0.0014752123041889655 which is very low, hence can be dropped 405 Column has variance of 0.00011509577804474522 which is very low, hence can be dropped 406 Column has variance of 8.006541582696903 which is very low, hence can be dropped 407 Column has variance of 0.13301421099402128 which is very low, hence can be dropped 408 Column has variance of 6.646690706388391 which is very low, hence can be dropped 409 Column has variance of 3.157171928805614 which is very low, hence can be dropped 410 Column has variance of 4.50703532970221 which is very low, hence can be dropped 411 Column has variance of 0.30412375911765377 which is very low, hence can be dropped 416 Column has variance of 1.0721218245803485 which is very low, hence can be dropped 420 Column has variance of 9.34948205353655 which is very low, hence can be dropped 426 Column has variance of 0.991259320665041 which is very low, hence can be dropped 427 Column has variance of 9.254643130984583 which is very low, hence can be dropped 437 Column has variance of 2.5962028463559714 which is very low, hence can be dropped 441 Column has variance of 0.033934322921996614 which is very low, hence can be dropped 442 Column has variance of 0.43453746523763026 which is very low, hence can be dropped 443 Column has variance of 0.020607190357725545 which is very low, hence can be dropped 444 Column has variance of 0.024187001465470325 which is very low, hence can be dropped 445 Column has variance of 0.019952177712835424 which is very low, hence can be dropped 446 Column has variance of 0.031031714405134657 which is very low, hence can be dropped 447 Column has variance of 0.007475463626818293 which is very low, hence can be dropped 448 Column has variance of 0.05582603044177594 which is very low, hence can be dropped 452 Column has variance of 0.8449219817890223 which is very low, hence can be dropped 453 Column has variance of 5.066120575531568 which is very low, hence can be dropped 454 Column has variance of 9.361521769484813 which is very low, hence can be dropped 455 Column has variance of 0.8805422376655848 which is very low, hence can be dropped 459 Column has variance of 1.8105755198289895 which is very low, hence can be dropped 469 Column has variance of 9.933116345587658 which is very low, hence can be dropped 475 Column has variance of 6.8182295359303735 which is very low, hence can be dropped 479 Column has variance of 6.962253864646226 which is very low, hence can be dropped 491 Column has variance of 1.4988684958663911 which is very low, hence can be dropped 493 Column has variance of 0.9485752718627868 which is very low, hence can be dropped 526 Column has variance of 0.9185833359574673 which is very low, hence can be dropped 527 Column has variance of 3.5671786090389914 which is very low, hence can be dropped 539 Column has variance of 1.5697910818881597 which is very low, hence can be dropped 540 Column has variance of 0.5357190761421328 which is very low, hence can be dropped 541 Column has variance of 8.388992772650454 which is very low, hence can be dropped 542 Column has variance of 7.489852087299687e-06 which is very low, hence can be dropped 543 Column has variance of 2.3517591658972197e-06 which is very low, hence can be dropped 544 Column has variance of 8.733216214670339e-08 which is very low, hence can be dropped 545 Column has variance of 1.7306566992676808 which is very low, hence can be dropped 546 Column has variance of 0.15137220405833376 which is very low, hence can be dropped 549 Column has variance of 0.4533944972533438 which is very low, hence can be dropped 551 Column has variance of 1.8526403049429587 which is very low, hence can be dropped 552 Column has variance of 0.07630336949571859 which is very low, hence can be dropped 553 Column has variance of 4.807702119436431 which is very low, hence can be dropped 554 Column has variance of 0.35862371543244337 which is very low, hence can be dropped 556 Column has variance of 1.6384215573532654 which is very low, hence can be dropped 557 Column has variance of 3.4985212478286876 which is very low, hence can be dropped 558 Column has variance of 0.007032421964754232 which is very low, hence can be dropped 559 Column has variance of 0.04055868524944201 which is very low, hence can be dropped 560 Column has variance of 0.0026602720685329926 which is very low, hence can be dropped 563 Column has variance of 0.014824952454537492 which is very low, hence can be dropped 564 Column has variance of 6.935760827293852 which is very low, hence can be dropped 565 Column has variance of 0.006580836421564915 which is very low, hence can be dropped 566 Column has variance of 1.0665956113661326 which is very low, hence can be dropped 567 Column has variance of 0.0010732798612669973 which is very low, hence can be dropped 568 Column has variance of 0.993299610084573 which is very low, hence can be dropped 571 Column has variance of 0.07568652701397191 which is very low, hence can be dropped 573 Column has variance of 0.06174137791144954 which is very low, hence can be dropped 575 Column has variance of 0.004595635745341555 which is very low, hence can be dropped 578 Column has variance of 0.00013760017655111654 which is very low, hence can be dropped 579 Column has variance of 9.293216209553479e-05 which is very low, hence can be dropped 580 Column has variance of 9.70936772565866e-06 which is very low, hence can be dropped 582 Column has variance of 1.1589429400315796e-05 which is very low, hence can be dropped 583 Column has variance of 0.0002951496782670073 which is very low, hence can be dropped 584 Column has variance of 1.3841710146524136e-05 which is very low, hence can be dropped 586 Column has variance of 0.00015272451356909456 which is very low, hence can be dropped 587 Column has variance of 7.757267970327905e-05 which is very low, hence can be dropped 588 Column has variance of 8.220099041533564e-06 which is very low, hence can be dropped New shape of the data set after deleting above 272 columns is (1567, 183)
# Now lets check how much null values do we have in our data set
Data.isnull().sum()
0 6 1 7 2 14 3 14 4 14 6 14 12 2 15 3 21 2 22 2 23 2 24 2 28 2 40 24 43 1 45 1 46 1 48 1 50 1 51 1 55 4 59 7 60 6 62 6 63 7 64 7 65 7 66 6 67 6 68 6 70 6 71 6 72 794 73 794 88 0 90 51 115 0 117 0 133 8 135 5 136 6 137 7 138 14 139 14 140 14 142 14 148 2 150 3 151 3 152 3 154 3 159 2 160 2 161 2 162 2 180 1 182 1 183 1 185 1 187 1 188 1 196 7 197 6 199 6 200 7 201 7 202 7 203 6 204 6 205 6 207 6 208 6 223 0 225 51 250 0 252 0 268 8 270 5 271 6 272 7 273 14 274 14 275 14 283 2 286 3 287 3 294 2 295 2 296 2 297 2 324 1 332 7 333 6 335 6 336 7 338 7 339 6 340 6 341 6 343 6 344 6 345 794 346 794 361 0 363 51 388 0 390 0 412 14 413 14 415 14 417 2 418 2 419 2 421 2 423 3 424 3 425 3 428 10 429 0 430 2 431 2 432 2 433 2 434 2 435 2 436 2 438 2 439 2 440 2 456 1 457 1 460 1 467 4 468 7 470 6 471 6 472 7 473 7 474 7 476 6 477 6 478 6 480 6 482 24 483 24 484 24 485 24 486 24 487 24 488 24 489 24 490 1 494 0 495 0 496 51 497 51 499 2 500 2 510 2 511 2 519 715 520 0 521 0 522 0 523 0 524 0 525 24 547 260 548 260 550 260 555 260 561 1 562 273 569 273 570 0 572 0 574 0 576 0 577 0 581 949 585 1 589 1 Pass/Fail 0 dtype: int64
Data.isna().sum().sum()
# so we have total of 7585 null values across 183 columns
7585
# Since we do not have domain expertise on each particular feature, we will fill the null values with the mean value
#Replace blank valus with Nan values
Data = Data.replace('', np.nan)
#Replace the Null value with the mean value of each column
for columns in Data.columns:
mean = Data[columns].mean()
Data[columns] = Data[columns].fillna(mean)
#Lets check null values again
Data.isnull().sum().sum()
0
# now that we have our base data ready, lets perform Data analysis & visualisation
#Lets check the distribution of each feature
Data.hist(color='lightblue', edgecolor = 'black', alpha = 0.7, figsize = (20,20), layout=(37,5))
plt.tight_layout()
plt.show()
Data.skew()
# We can see that except for below mentioned columns rest all columns are highly skewed
0 0.514641 1 -0.043163 2 -0.307136 3 1.719310 4 19.733442 6 -0.107427 12 7.209324 15 17.076921 21 2.376138 22 -2.182923 23 0.356874 24 -0.054125 28 -0.063702 40 -1.882466 43 0.554674 45 0.374818 46 0.337946 48 -0.019920 50 0.389282 51 -0.509794 55 0.368893 59 4.730023 60 0.314994 62 5.307243 63 10.706091 64 1.130865 65 3.333722 66 -0.204512 67 20.824463 68 -2.902413 70 0.758319 71 1.254421 72 -9.774366 73 14.111827 88 -0.272824 90 0.347334 115 -0.271651 117 38.005963 133 -0.277546 135 6.192576 136 0.333026 137 0.384090 138 0.823306 139 2.085160 140 19.735009 142 15.039760 148 38.562024 150 1.296333 151 13.005347 152 39.557423 154 27.732438 159 4.206303 160 3.995751 161 2.231207 162 1.829927 180 0.776498 182 2.144810 183 0.201764 185 30.709184 187 24.516484 188 0.766068 196 17.393147 197 16.253846 199 14.588119 200 13.439685 201 9.746788 202 24.733026 203 17.573474 204 17.634821 205 17.887940 207 18.237948 208 0.162865 223 17.146330 225 1.091511 250 6.751706 252 39.560364 268 0.578674 270 5.175073 271 0.348704 272 0.346599 273 1.002222 274 2.178885 275 19.735004 283 38.647193 286 13.968135 287 39.559150 294 4.429284 295 4.224084 296 2.190904 297 1.791628 324 0.706663 332 22.774616 333 18.659509 335 20.293567 336 19.114061 338 27.894916 339 22.019652 340 18.269609 341 17.895266 343 20.570310 344 0.171990 345 12.530000 346 11.243294 361 16.868775 363 1.000129 388 6.285941 390 39.562779 412 1.816378 413 16.359941 415 16.283884 417 2.495089 418 0.456661 419 0.499839 421 37.696746 423 2.084869 424 12.625177 425 36.258005 428 9.207376 429 20.552274 430 7.394316 431 7.103304 432 3.346368 433 1.364392 434 8.543970 435 8.665764 436 8.698782 438 10.164666 439 6.757087 440 0.117124 456 15.791705 457 27.827277 460 1.867412 467 10.454602 468 1.262658 470 8.624263 471 10.642803 472 0.574882 473 3.435317 474 5.466532 476 5.458772 477 19.787756 478 39.585205 480 0.815464 482 0.469546 483 1.714218 484 1.534042 485 1.524456 486 0.615203 487 1.160917 488 0.356705 489 1.047157 490 0.908301 494 16.161844 495 19.099472 496 3.280515 497 1.083132 499 0.743494 500 0.920019 510 4.109312 511 0.700040 519 5.525019 520 17.415222 521 9.040238 522 5.218409 523 21.906221 524 38.854591 525 14.046365 547 -0.452326 548 0.938833 550 13.098494 555 1.924065 561 0.805957 562 0.116481 569 2.256412 570 -8.658927 572 4.298821 574 4.294132 576 4.195898 577 4.169820 581 4.710143 585 24.705005 589 2.715340 Pass/Fail 3.487359 dtype: float64
for columns in Data.columns:
if Data[columns].skew() <= 0.5 and Data[columns].skew() >= -0.5:
print( columns , 'column is close to normal distribution with', Data[columns].skew(), 'skewness')
1 column is close to normal distribution with -0.04316264649515132 skewness 2 column is close to normal distribution with -0.3071360279896156 skewness 6 column is close to normal distribution with -0.10742686096931855 skewness 23 column is close to normal distribution with 0.35687433333104274 skewness 24 column is close to normal distribution with -0.05412523101217642 skewness 28 column is close to normal distribution with -0.06370154039777466 skewness 45 column is close to normal distribution with 0.3748180652355466 skewness 46 column is close to normal distribution with 0.33794574731566174 skewness 48 column is close to normal distribution with -0.019919872092288217 skewness 50 column is close to normal distribution with 0.38928231336840213 skewness 55 column is close to normal distribution with 0.3688928821847343 skewness 60 column is close to normal distribution with 0.3149941060125438 skewness 66 column is close to normal distribution with -0.2045121899230426 skewness 88 column is close to normal distribution with -0.27282399081128983 skewness 90 column is close to normal distribution with 0.34733443776774076 skewness 115 column is close to normal distribution with -0.27165065863283777 skewness 133 column is close to normal distribution with -0.27754598654909324 skewness 136 column is close to normal distribution with 0.3330260984322855 skewness 137 column is close to normal distribution with 0.3840900389944301 skewness 183 column is close to normal distribution with 0.20176425747939875 skewness 208 column is close to normal distribution with 0.16286496147345517 skewness 271 column is close to normal distribution with 0.3487037100911712 skewness 272 column is close to normal distribution with 0.34659948108345867 skewness 344 column is close to normal distribution with 0.17198993560941542 skewness 418 column is close to normal distribution with 0.4566608966307543 skewness 419 column is close to normal distribution with 0.4998388672079762 skewness 440 column is close to normal distribution with 0.11712380906663562 skewness 482 column is close to normal distribution with 0.4695460556312447 skewness 488 column is close to normal distribution with 0.35670526829994803 skewness 547 column is close to normal distribution with -0.452326402218069 skewness 562 column is close to normal distribution with 0.11648141179240548 skewness
#Lets check for the outliers in thh dataset
for columns in Data.columns:
plt.figure()
plt.title(columns)
sns.boxplot(data = Data[columns], orient="h" , color = 'pink')
Since we have Outliers present in almost all the columns, changing all the values to adjust outliers in all the columns will change the entire data set. ALso, we have features with only negative values, hence taking log transformation will result in undifined values (NAN). Hence in this data set, we will prefer keeping data set untouched w.r.t outliers, (However with agreement with SME, we can still choose to take care of outliers)
#for correlation, closer the value to 1, higher is the corelation betwen two features
Data.corr()
| 0 | 1 | 2 | 3 | 4 | 6 | 12 | 15 | 21 | 22 | 23 | 24 | 28 | 40 | 43 | 45 | 46 | 48 | 50 | 51 | 55 | 59 | 60 | 62 | 63 | 64 | 65 | 66 | 67 | 68 | 70 | 71 | 72 | 73 | 88 | 90 | 115 | 117 | 133 | 135 | 136 | 137 | 138 | 139 | 140 | 142 | 148 | 150 | 151 | 152 | 154 | 159 | 160 | 161 | 162 | 180 | 182 | 183 | 185 | 187 | 188 | 196 | 197 | 199 | 200 | 201 | 202 | 203 | 204 | 205 | 207 | 208 | 223 | 225 | 250 | 252 | 268 | 270 | 271 | 272 | 273 | 274 | 275 | 283 | 286 | 287 | 294 | 295 | 296 | 297 | 324 | 332 | 333 | 335 | 336 | 338 | 339 | 340 | 341 | 343 | 344 | 345 | 346 | 361 | 363 | 388 | 390 | 412 | 413 | 415 | 417 | 418 | 419 | 421 | 423 | 424 | 425 | 428 | 429 | 430 | 431 | 432 | 433 | 434 | 435 | 436 | 438 | 439 | 440 | 456 | 457 | 460 | 467 | 468 | 470 | 471 | 472 | 473 | 474 | 476 | 477 | 478 | 480 | 482 | 483 | 484 | 485 | 486 | 487 | 488 | 489 | 490 | 494 | 495 | 496 | 497 | 499 | 500 | 510 | 511 | 519 | 520 | 521 | 522 | 523 | 524 | 525 | 547 | 548 | 550 | 555 | 561 | 562 | 569 | 570 | 572 | 574 | 576 | 577 | 581 | 585 | 589 | Pass/Fail | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.000000 | -0.143840 | 0.004756 | -0.007613 | -0.011014 | 0.002270 | 0.010368 | 0.030675 | -0.011075 | 0.032206 | -0.046678 | -0.014921 | 0.054548 | -0.009150 | -0.050244 | 0.015586 | -0.006066 | 0.004240 | -0.019867 | -0.050817 | -0.024957 | -0.105184 | -0.036578 | 0.008042 | -0.045524 | -0.017521 | -0.019591 | -0.000433 | -0.023074 | 0.033390 | -0.001325 | -0.000247 | -0.003495 | 0.008029 | -0.029554 | 0.012107 | 0.023283 | -0.000732 | -0.007950 | -0.070572 | 0.157770 | 0.160297 | -0.021708 | 0.001720 | -0.011107 | -0.007485 | 0.000533 | 0.006545 | -0.014213 | 0.003507 | -0.009449 | -0.037011 | -0.003787 | 0.014089 | 0.063448 | -0.002006 | 0.030302 | -0.023634 | -0.006813 | -0.013009 | -0.046557 | -0.023397 | -0.019154 | -0.016829 | -0.029920 | 0.000113 | -0.017513 | -0.024940 | -0.027469 | -0.032856 | -0.029298 | -0.038483 | -0.023147 | -0.015300 | 0.008180 | -0.004230 | -0.024374 | -0.069232 | 0.155582 | 0.151401 | -0.012819 | 0.004790 | -0.011100 | 0.001747 | -0.018155 | 0.003504 | -0.038470 | -0.009218 | 0.013929 | 0.060713 | -0.037667 | -0.022557 | -0.016478 | -0.017414 | -0.023233 | -0.022272 | -0.024616 | -0.023229 | -0.031396 | -0.025620 | -0.036954 | 0.000941 | -0.002220 | -0.022630 | -0.029094 | -0.000282 | -0.004340 | 0.007662 | -0.022543 | -0.007946 | 0.030384 | -0.002017 | 0.016435 | -0.001046 | 0.026659 | -0.029941 | -0.007224 | 0.004678 | 0.039119 | -0.056194 | -0.041317 | -0.010828 | 0.062605 | -0.064344 | -0.065386 | -0.064745 | 0.026556 | 0.032202 | 0.050793 | 0.015557 | -0.006110 | 0.003927 | 0.021150 | 0.053943 | -0.026841 | -0.010854 | 0.013495 | 0.023699 | 0.004028 | -0.019361 | -0.031410 | -0.029400 | -0.036717 | -0.011355 | 0.048705 | -0.015355 | -0.023708 | -0.033258 | 0.076663 | 0.060053 | -0.028320 | -0.011895 | -0.023695 | -0.021992 | 0.002052 | -0.017511 | -0.051050 | -0.019014 | -0.062474 | -0.018555 | -0.039162 | -0.011748 | 0.014244 | 0.003531 | 0.000986 | -0.004357 | -0.011434 | 0.027381 | -0.089448 | -0.075674 | 0.030640 | 0.037917 | -0.009583 | 0.049862 | -0.018953 | 0.013678 | 0.015206 | 0.013228 | 0.008601 | -0.017120 | 0.023589 | 0.004174 | -0.025141 |
| 1 | -0.143840 | 1.000000 | 0.005767 | -0.007568 | -0.001636 | -0.025564 | 0.034062 | -0.087315 | 0.058155 | -0.052664 | -0.016047 | -0.060066 | -0.022847 | 0.027101 | -0.019848 | 0.017935 | 0.007923 | 0.005573 | 0.004888 | 0.022586 | 0.017092 | 0.007505 | -0.035006 | -0.013760 | 0.038595 | 0.058949 | 0.054413 | -0.020000 | 0.002643 | 0.018941 | -0.026117 | -0.018276 | -0.012443 | -0.001506 | -0.007194 | 0.019660 | 0.029167 | -0.009297 | -0.034737 | 0.051456 | -0.031967 | -0.113532 | -0.030106 | 0.009966 | -0.001786 | 0.028495 | 0.001703 | -0.044156 | -0.097923 | -0.004628 | 0.018289 | 0.037930 | 0.029999 | 0.037932 | -0.005155 | -0.030468 | 0.004351 | -0.007852 | 0.005508 | 0.003371 | 0.056727 | 0.003240 | -0.002687 | 0.009757 | -0.001837 | 0.005695 | 0.008953 | -0.006723 | 0.002100 | 0.007972 | -0.006351 | -0.066794 | -0.021081 | 0.038764 | 0.010467 | -0.003781 | 0.055382 | 0.041599 | -0.035679 | -0.110727 | -0.020571 | 0.009278 | -0.001783 | 0.001968 | -0.093081 | -0.004637 | 0.040675 | 0.033998 | 0.036893 | -0.005201 | 0.048492 | 0.004168 | -0.000372 | 0.011866 | 0.007823 | 0.009072 | -0.005718 | 0.001792 | 0.008263 | -0.008455 | -0.057460 | 0.001949 | 0.006292 | -0.016832 | 0.043958 | 0.016542 | -0.003942 | 0.019433 | 0.005295 | 0.027474 | 0.027260 | 0.043736 | -0.023114 | 0.003700 | -0.007353 | -0.092269 | -0.001941 | 0.002079 | 0.001136 | 0.049959 | 0.049177 | 0.032311 | -0.001006 | 0.050409 | 0.053605 | 0.052811 | 0.024841 | -0.011154 | 0.020194 | 0.008012 | 0.001850 | 0.041014 | 0.039161 | -0.029422 | 0.022069 | 0.014448 | -0.050559 | -0.016558 | -0.009430 | -0.018242 | 0.003229 | 0.002838 | -0.059279 | 0.024601 | -0.027730 | -0.049265 | -0.013099 | 0.011614 | -0.003226 | 0.002316 | 0.010647 | -0.020355 | 0.019295 | -0.018646 | 0.015467 | 0.037509 | -0.001513 | 0.005301 | 0.018804 | 0.032532 | 0.010311 | -0.004022 | 0.042952 | 0.009682 | -0.005029 | -0.007876 | 0.068595 | 0.034569 | 0.070026 | 0.026976 | -0.024335 | -0.025492 | 0.037138 | -0.025490 | -0.009000 | 0.001753 | 0.001303 | 0.002570 | -0.010145 | 0.054006 | 0.002273 | 0.044797 | -0.002603 |
| 2 | 0.004756 | 0.005767 | 1.000000 | 0.298935 | 0.095891 | -0.136225 | 0.018326 | 0.006115 | 0.044468 | -0.029830 | 0.009276 | -0.021149 | -0.061725 | -0.014761 | 0.050536 | 0.005874 | 0.010206 | -0.096163 | -0.008547 | -0.016448 | -0.008088 | 0.039710 | 0.039177 | -0.013211 | -0.028692 | 0.007603 | 0.014053 | 0.001573 | -0.013251 | -0.022889 | 0.002973 | 0.053692 | 0.008350 | -0.003914 | 0.000507 | 0.040394 | 0.039054 | 0.021111 | -0.015685 | -0.010705 | 0.051600 | 0.047842 | 0.272222 | 0.021581 | 0.095947 | 0.006404 | 0.015360 | 0.003297 | 0.003101 | 0.018247 | 0.008429 | 0.015631 | 0.012170 | -0.031203 | -0.059200 | -0.017295 | -0.019236 | -0.046624 | 0.016055 | -0.020921 | 0.001435 | -0.020661 | -0.017141 | -0.034084 | -0.006726 | -0.022558 | 0.002079 | -0.010616 | -0.002809 | -0.019800 | -0.009537 | -0.029961 | 0.016448 | 0.047563 | 0.018057 | 0.015614 | -0.086716 | -0.022980 | 0.053480 | 0.046357 | 0.168825 | 0.029334 | 0.095882 | 0.016481 | 0.007158 | 0.018239 | 0.017878 | 0.013097 | -0.028628 | -0.056396 | 0.000057 | -0.020073 | -0.010751 | -0.030948 | -0.023989 | 0.013134 | -0.003215 | -0.008152 | -0.019603 | -0.010406 | -0.035011 | -0.006335 | -0.001214 | 0.010095 | 0.054482 | 0.020565 | 0.015703 | -0.124758 | 0.107609 | 0.028089 | 0.048093 | -0.013755 | 0.021395 | 0.014566 | -0.003459 | 0.007356 | 0.028664 | 0.029698 | 0.008704 | 0.023505 | 0.022954 | 0.018743 | -0.018969 | 0.022694 | 0.025098 | 0.025229 | -0.074651 | -0.058467 | -0.020019 | -0.000669 | 0.021667 | 0.013232 | -0.038047 | -0.073040 | 0.004692 | -0.034835 | -0.007182 | -0.033182 | -0.052553 | -0.045830 | -0.023197 | 0.030657 | -0.045635 | -0.024090 | -0.032611 | -0.009574 | 0.012172 | -0.004345 | 0.007753 | 0.021461 | -0.023853 | 0.003173 | -0.007174 | 0.014202 | 0.048647 | 0.043351 | 0.004401 | -0.005940 | 0.017035 | 0.063829 | 0.062442 | -0.023720 | -0.020388 | 0.013516 | -0.029512 | 0.014930 | -0.005911 | 0.028152 | -0.026891 | 0.017110 | -0.004217 | 0.025862 | 0.013310 | 0.064282 | -0.037070 | -0.000518 | 0.001342 | 0.002592 | -0.028705 | -0.007054 | 0.015752 | -0.032890 | -0.000957 |
| 3 | -0.007613 | -0.007568 | 0.298935 | 1.000000 | -0.058483 | -0.685835 | -0.028223 | -0.013157 | 0.021111 | -0.033141 | -0.007973 | -0.049605 | 0.096876 | -0.006463 | -0.023326 | -0.031329 | -0.043089 | -0.021524 | -0.056539 | -0.012499 | -0.016235 | -0.020691 | -0.025746 | -0.007548 | -0.032560 | -0.026986 | -0.028134 | -0.027224 | 0.009517 | 0.017397 | -0.015267 | 0.083641 | -0.002320 | 0.009338 | -0.016283 | -0.007633 | -0.002689 | 0.037765 | 0.000703 | 0.051198 | 0.021363 | -0.006539 | -0.206134 | 0.299731 | -0.059719 | -0.073778 | 0.008853 | -0.045914 | -0.005321 | 0.007937 | 0.013438 | -0.051199 | -0.076747 | -0.010054 | 0.041761 | 0.070750 | 0.022531 | -0.020704 | -0.002026 | 0.008143 | -0.029602 | 0.000590 | 0.009206 | 0.016457 | 0.007700 | -0.006193 | 0.014087 | 0.004216 | 0.012983 | -0.004443 | 0.016520 | -0.020699 | 0.012984 | -0.030584 | -0.040013 | 0.039671 | -0.132485 | 0.054943 | 0.009293 | -0.010670 | -0.329403 | 0.307743 | -0.059730 | 0.008141 | -0.004497 | 0.007916 | -0.053258 | -0.074885 | -0.013636 | 0.041969 | -0.026751 | 0.006240 | 0.012213 | 0.019793 | 0.013443 | 0.014130 | 0.012932 | 0.012014 | 0.000108 | 0.023550 | -0.022470 | 0.015632 | 0.009595 | 0.009297 | -0.035444 | -0.047899 | 0.039578 | -0.182968 | 0.009818 | 0.005119 | 0.024687 | -0.003754 | 0.033285 | 0.009323 | -0.018230 | -0.005952 | 0.008997 | -0.031119 | -0.003746 | -0.043869 | -0.056951 | 0.053350 | 0.017265 | -0.041670 | -0.035809 | -0.044270 | -0.008226 | 0.021093 | 0.070096 | -0.022014 | -0.001728 | -0.015767 | -0.006049 | 0.014881 | 0.026988 | 0.018025 | 0.055073 | 0.000456 | 0.028147 | -0.024778 | -0.003181 | 0.008685 | -0.072706 | 0.030013 | 0.026909 | -0.054647 | -0.010999 | 0.001386 | 0.066520 | 0.009441 | -0.030502 | -0.044634 | -0.019733 | 0.011414 | 0.010987 | -0.029903 | 0.008492 | 0.017704 | -0.079904 | -0.019613 | -0.008699 | -0.032959 | -0.019964 | -0.040648 | 0.031870 | 0.040860 | -0.007854 | -0.051045 | -0.066744 | -0.021563 | -0.060972 | 0.014912 | 0.043271 | 0.046434 | 0.002231 | 0.007634 | 0.006822 | 0.008216 | 0.016438 | -0.071311 | 0.026019 | -0.080341 | -0.024623 |
| 4 | -0.011014 | -0.001636 | 0.095891 | -0.058483 | 1.000000 | -0.074368 | -0.002707 | 0.011435 | 0.008353 | -0.007773 | 0.004969 | -0.013636 | 0.007753 | 0.025844 | -0.012074 | 0.057947 | 0.047234 | -0.028014 | 0.029248 | 0.006774 | -0.052408 | -0.020577 | -0.008334 | 0.049400 | -0.004640 | 0.002791 | 0.006155 | 0.045359 | -0.002948 | -0.016026 | 0.032287 | 0.037397 | 0.004717 | -0.002216 | -0.006984 | -0.013718 | 0.012677 | -0.004841 | -0.047460 | -0.020532 | 0.010716 | 0.004287 | 0.193495 | 0.006466 | 0.999975 | 0.667794 | 0.000583 | -0.034916 | -0.002010 | -0.001580 | 0.006871 | -0.001934 | -0.002558 | -0.017138 | -0.017504 | -0.002981 | -0.013424 | -0.013929 | 0.008997 | 0.000571 | 0.009328 | 0.005597 | -0.005887 | 0.001512 | -0.000862 | 0.025928 | 0.008611 | -0.000232 | -0.003064 | -0.006370 | 0.004245 | -0.004920 | -0.010286 | 0.012493 | 0.009458 | -0.000519 | -0.012915 | -0.025923 | 0.013104 | 0.008211 | 0.223024 | 0.035670 | 0.999976 | 0.000674 | -0.002031 | -0.001547 | -0.003336 | -0.000639 | -0.019247 | -0.016190 | 0.010048 | 0.004425 | -0.006581 | 0.000463 | -0.002010 | 0.005443 | 0.002815 | -0.003091 | -0.003335 | 0.006442 | -0.004209 | -0.000780 | -0.004176 | -0.005553 | 0.023229 | 0.017901 | -0.000674 | 0.028328 | 0.938416 | 0.683776 | 0.001143 | -0.020321 | -0.008230 | 0.001204 | -0.032696 | -0.002047 | -0.006193 | -0.005514 | -0.009466 | -0.004403 | -0.003564 | -0.010965 | 0.020404 | -0.005190 | -0.006646 | -0.006298 | 0.024303 | 0.031524 | 0.040941 | -0.002249 | 0.012034 | 0.010376 | -0.000094 | 0.026172 | 0.002907 | -0.000615 | -0.004844 | 0.028104 | 0.014844 | -0.015896 | -0.005290 | -0.000981 | -0.024783 | -0.031177 | -0.027321 | -0.013163 | 0.017334 | 0.021910 | 0.010670 | 0.021383 | 0.020535 | -0.001803 | -0.005038 | -0.008903 | 0.002687 | 0.014237 | 0.004433 | 0.004379 | -0.002970 | -0.005096 | -0.000064 | -0.003555 | -0.005631 | 0.008843 | 0.007522 | 0.001458 | -0.012081 | -0.011498 | -0.046330 | 0.005220 | -0.022289 | -0.025806 | 0.041957 | 0.027696 | 0.005273 | -0.012024 | -0.012264 | -0.012163 | -0.004070 | 0.088167 | -0.001616 | 0.050910 | -0.013756 |
| 6 | 0.002270 | -0.025564 | -0.136225 | -0.685835 | -0.074368 | 1.000000 | 0.058982 | 0.039815 | -0.021131 | 0.035590 | 0.013043 | 0.057480 | -0.107400 | 0.014575 | 0.011003 | 0.029945 | 0.030622 | 0.026156 | 0.048818 | 0.053057 | 0.013190 | 0.057800 | 0.017097 | 0.053272 | 0.030469 | -0.020330 | -0.003449 | 0.037892 | 0.017830 | -0.054700 | 0.034194 | -0.098829 | 0.009504 | -0.003609 | 0.042190 | -0.004335 | -0.024270 | -0.035948 | -0.014152 | -0.034496 | -0.025010 | 0.006138 | 0.192320 | -0.418355 | -0.073462 | -0.160978 | 0.018170 | 0.079507 | -0.010553 | 0.027789 | -0.003361 | 0.045314 | 0.055111 | -0.009556 | -0.090384 | -0.087154 | 0.028125 | 0.026140 | 0.002745 | -0.022264 | 0.041824 | 0.009720 | 0.022308 | 0.012430 | -0.023806 | -0.015873 | -0.032401 | -0.019459 | 0.000543 | 0.048276 | -0.003503 | 0.037775 | -0.011004 | 0.012131 | 0.023796 | -0.041630 | 0.094769 | -0.040559 | -0.022838 | 0.008511 | 0.168446 | -0.428265 | -0.073466 | 0.019484 | -0.016178 | 0.027787 | 0.047652 | 0.051698 | -0.002760 | -0.093579 | 0.038605 | 0.013940 | 0.021404 | 0.015709 | 0.018597 | -0.032709 | -0.030489 | 0.008566 | 0.044915 | -0.006197 | 0.044044 | -0.001735 | -0.003158 | -0.010266 | 0.022900 | 0.031070 | -0.041378 | -0.104900 | -0.056450 | -0.254698 | -0.043188 | -0.003964 | -0.062485 | 0.014584 | 0.036852 | -0.017212 | 0.036069 | 0.006708 | 0.011353 | 0.043572 | 0.048542 | -0.017815 | -0.042839 | 0.043919 | 0.036880 | 0.043969 | -0.014556 | -0.041655 | -0.089987 | -0.002236 | 0.002068 | -0.018401 | 0.005001 | -0.046208 | 0.041540 | 0.002904 | -0.041647 | 0.004549 | -0.027779 | 0.066205 | 0.043670 | -0.043555 | 0.090244 | -0.016502 | -0.042417 | 0.026113 | 0.022466 | 0.029242 | -0.067299 | -0.025759 | 0.030266 | 0.039039 | 0.019779 | -0.012311 | -0.024347 | 0.011930 | -0.010517 | -0.035984 | 0.060425 | 0.030146 | 0.007628 | 0.014542 | -0.009547 | 0.025062 | -0.012695 | -0.043822 | 0.002541 | 0.048668 | 0.070215 | 0.016154 | 0.066665 | -0.041082 | -0.046295 | -0.070722 | 0.017264 | 0.009292 | 0.007783 | 0.007409 | -0.012342 | 0.042446 | -0.039517 | 0.043777 | 0.016239 |
| 12 | 0.010368 | 0.034062 | 0.018326 | -0.028223 | -0.002707 | 0.058982 | 1.000000 | -0.033933 | -0.061068 | 0.084746 | -0.039963 | 0.047038 | 0.004407 | 0.021971 | 0.027272 | -0.033722 | -0.020290 | -0.011594 | -0.017019 | -0.017528 | 0.027789 | 0.022526 | 0.005014 | -0.011988 | -0.013395 | -0.039679 | -0.045253 | 0.008773 | -0.003563 | -0.009888 | -0.012357 | -0.030585 | -0.021080 | 0.012966 | 0.037838 | 0.006241 | -0.020492 | 0.022255 | -0.007097 | 0.022016 | -0.054659 | -0.005752 | -0.007246 | -0.045257 | -0.002487 | -0.001815 | 0.560274 | 0.004327 | -0.039126 | 0.559761 | 0.512987 | -0.026613 | 0.024142 | -0.016556 | -0.013467 | 0.000753 | 0.007994 | 0.005434 | 0.018045 | 0.007281 | -0.015951 | -0.022183 | 0.001834 | -0.012074 | -0.020370 | -0.055341 | -0.041238 | -0.027686 | -0.012369 | -0.007796 | -0.022881 | -0.021682 | -0.006252 | -0.017073 | 0.001551 | 0.022686 | 0.007846 | 0.006445 | -0.053940 | -0.015085 | -0.020028 | -0.046890 | -0.002501 | 0.563988 | -0.041237 | 0.559760 | -0.028247 | 0.019128 | -0.017705 | -0.012163 | -0.015421 | -0.015646 | 0.001891 | -0.008991 | -0.005033 | -0.034137 | -0.029310 | -0.008093 | -0.006452 | -0.019502 | -0.026168 | -0.001575 | -0.001708 | -0.010490 | -0.015058 | -0.005990 | 0.022736 | -0.038032 | -0.011440 | -0.009102 | -0.055692 | -0.005958 | 0.008314 | 0.551234 | 0.009568 | -0.036748 | 0.542941 | 0.050897 | 0.031105 | -0.033226 | -0.009461 | -0.045017 | -0.049532 | -0.032291 | -0.032221 | -0.031404 | 0.004300 | -0.002819 | -0.054285 | 0.010837 | 0.019641 | -0.003256 | 0.006161 | -0.020666 | -0.023138 | -0.013665 | -0.008107 | -0.037111 | -0.040754 | 0.028069 | -0.008589 | -0.025749 | 0.018050 | 0.014685 | -0.038991 | 0.055404 | 0.025057 | -0.015412 | -0.014044 | 0.035711 | 0.053359 | -0.017719 | -0.022577 | -0.008136 | 0.003849 | -0.017645 | -0.009372 | 0.000123 | -0.001157 | -0.011431 | 0.000133 | 0.001144 | -0.022790 | 0.001711 | 0.015141 | 0.023988 | 0.019349 | 0.020488 | 0.059876 | -0.004345 | 0.044070 | -0.027928 | 0.015934 | -0.007246 | -0.000639 | 0.036757 | 0.032908 | 0.035743 | 0.031434 | -0.038481 | 0.000523 | -0.036720 | -0.005969 |
| 15 | 0.030675 | -0.087315 | 0.006115 | -0.013157 | 0.011435 | 0.039815 | -0.033933 | 1.000000 | 0.001786 | -0.002054 | -0.021383 | 0.022276 | 0.018212 | 0.006769 | 0.024793 | -0.000303 | 0.018156 | 0.013455 | 0.024650 | 0.026860 | 0.005856 | 0.022178 | 0.034017 | 0.023657 | -0.005630 | -0.037096 | 0.019487 | 0.006020 | 0.009494 | -0.037605 | 0.027683 | -0.029459 | 0.007532 | -0.001884 | 0.036382 | 0.019760 | 0.028784 | -0.016883 | -0.017014 | 0.001615 | 0.023437 | 0.034874 | -0.022190 | -0.018498 | 0.011280 | -0.011268 | -0.012967 | 0.147330 | 0.479135 | -0.010243 | -0.020257 | -0.008665 | -0.037638 | 0.020081 | 0.032913 | -0.007347 | 0.029576 | -0.000074 | -0.005318 | 0.011640 | 0.021117 | 0.050464 | 0.021682 | 0.046948 | 0.065260 | 0.089866 | 0.116357 | 0.089023 | 0.060010 | 0.051900 | 0.051737 | -0.016114 | 0.006374 | 0.011028 | -0.007850 | -0.014996 | 0.043453 | 0.011273 | 0.024291 | 0.042403 | -0.017674 | -0.022461 | 0.011275 | -0.013094 | 0.470048 | -0.010334 | -0.009648 | -0.036574 | 0.016652 | 0.037962 | 0.015857 | 0.027074 | 0.015430 | 0.024519 | 0.028727 | 0.119924 | 0.098197 | 0.039041 | 0.042530 | 0.035008 | -0.010450 | 0.008070 | 0.019806 | 0.020726 | 0.017922 | -0.000749 | -0.014789 | -0.020993 | -0.002345 | -0.010814 | 0.029856 | 0.005642 | 0.021455 | -0.013376 | 0.252881 | 0.323039 | -0.001929 | 0.000438 | -0.003696 | -0.012381 | -0.026910 | 0.013698 | 0.048543 | -0.013601 | -0.012784 | -0.016001 | 0.025876 | -0.013699 | 0.029563 | -0.011621 | -0.006639 | -0.000904 | 0.002745 | -0.010736 | 0.023597 | 0.064624 | 0.041329 | 0.073615 | 0.060787 | 0.017147 | 0.042255 | 0.134922 | 0.011658 | -0.036588 | -0.030424 | 0.002007 | 0.005349 | -0.017061 | -0.003285 | 0.001814 | -0.006037 | -0.019630 | 0.020435 | 0.003807 | 0.013484 | 0.007563 | 0.010213 | -0.035410 | 0.000543 | -0.000151 | -0.002565 | 0.005861 | 0.000592 | -0.012267 | -0.000763 | -0.013476 | -0.005306 | 0.030121 | 0.019602 | -0.023780 | -0.011686 | -0.044469 | -0.047842 | 0.000864 | 0.011928 | -0.024789 | -0.024032 | -0.023509 | -0.019152 | 0.014444 | 0.017745 | 0.009764 | -0.002884 |
| 21 | -0.011075 | 0.058155 | 0.044468 | 0.021111 | 0.008353 | -0.021131 | -0.061068 | 0.001786 | 1.000000 | -0.725921 | 0.159658 | -0.179501 | 0.006597 | -0.059722 | -0.032037 | 0.024051 | 0.017270 | 0.040711 | 0.020040 | 0.048990 | 0.050986 | -0.026307 | -0.031716 | -0.048142 | 0.043861 | 0.112512 | 0.088935 | -0.036556 | -0.021296 | 0.096364 | -0.020642 | 0.043387 | -0.014032 | -0.008551 | -0.023405 | -0.005159 | -0.004830 | 0.006299 | -0.024727 | -0.071701 | 0.054571 | 0.032744 | 0.031678 | 0.104564 | 0.008121 | 0.065895 | -0.022747 | 0.001988 | 0.000161 | -0.028551 | 0.004485 | 0.537685 | 0.348222 | -0.056155 | 0.174701 | -0.023982 | -0.044969 | -0.101018 | -0.024700 | -0.031557 | 0.026143 | 0.003100 | -0.009594 | -0.011525 | -0.013941 | 0.036990 | 0.023331 | -0.033409 | -0.020295 | -0.019787 | -0.023672 | -0.074772 | -0.022357 | 0.031185 | 0.032908 | 0.012150 | -0.006481 | -0.067282 | 0.062480 | 0.047982 | 0.046031 | 0.101713 | 0.008124 | -0.024465 | 0.001971 | -0.028447 | 0.564821 | 0.383166 | -0.043329 | 0.173248 | 0.027190 | 0.003765 | -0.011920 | -0.005022 | -0.016453 | 0.018371 | -0.024605 | -0.024395 | -0.023281 | -0.017785 | -0.065312 | -0.029391 | -0.025035 | -0.025437 | 0.043785 | 0.049078 | 0.012374 | 0.104626 | 0.017795 | 0.060898 | 0.010411 | 0.020930 | 0.015172 | -0.019949 | 0.034615 | -0.003335 | -0.026842 | 0.018747 | -0.018220 | 0.674305 | 0.595582 | 0.103016 | 0.289180 | 0.631860 | 0.644550 | 0.638651 | 0.123154 | 0.121289 | 0.329713 | -0.020014 | -0.030285 | -0.020806 | 0.039827 | -0.022726 | -0.013896 | -0.009112 | -0.057252 | -0.004826 | 0.013894 | -0.044566 | -0.022998 | 0.010291 | -0.093628 | 0.020485 | 0.014588 | -0.104220 | 0.032174 | 0.006633 | 0.057521 | 0.022429 | -0.043564 | -0.056495 | -0.029089 | -0.021790 | 0.029570 | 0.031968 | 0.027578 | -0.018658 | 0.059851 | -0.013919 | 0.050050 | 0.000562 | 0.041535 | 0.033163 | -0.006128 | 0.012397 | 0.111198 | -0.031718 | -0.059298 | 0.022100 | -0.080022 | -0.044959 | 0.025136 | 0.029445 | -0.006139 | 0.025659 | 0.021480 | 0.024945 | 0.045633 | -0.013449 | -0.002637 | -0.030761 | 0.107997 |
| 22 | 0.032206 | -0.052664 | -0.029830 | -0.033141 | -0.007773 | 0.035590 | 0.084746 | -0.002054 | -0.725921 | 1.000000 | -0.152008 | 0.119966 | -0.065717 | -0.011674 | 0.004048 | -0.060399 | -0.060646 | 0.002082 | -0.050837 | -0.087362 | -0.062155 | 0.053719 | -0.016163 | 0.017979 | -0.019988 | -0.098182 | -0.080591 | -0.011172 | 0.030139 | -0.046192 | -0.014500 | -0.067758 | -0.023307 | 0.038281 | 0.021504 | -0.002485 | -0.026019 | -0.008688 | 0.069178 | 0.032525 | -0.054530 | -0.019726 | -0.018266 | -0.095056 | -0.007392 | -0.062222 | 0.021957 | -0.028780 | -0.014156 | 0.031246 | -0.010564 | -0.474183 | -0.032147 | 0.068315 | -0.121344 | -0.012279 | 0.001181 | 0.138990 | 0.041373 | 0.037281 | -0.037121 | 0.009469 | 0.018839 | 0.025783 | 0.025976 | -0.066247 | -0.031094 | 0.060757 | 0.030179 | 0.041623 | 0.038784 | 0.077616 | -0.004109 | -0.019202 | -0.031776 | -0.010180 | 0.004968 | 0.032574 | -0.064588 | -0.034439 | -0.049450 | -0.091738 | -0.007398 | 0.023723 | -0.014008 | 0.031053 | -0.503996 | -0.072832 | 0.055953 | -0.121697 | -0.039289 | 0.010451 | 0.022220 | 0.020763 | 0.033337 | -0.021042 | 0.049336 | 0.032827 | 0.042549 | 0.031286 | 0.067427 | 0.039877 | 0.037181 | -0.003090 | -0.036932 | -0.052504 | -0.010314 | -0.080914 | -0.026764 | -0.061154 | -0.086027 | -0.017114 | 0.006897 | 0.017954 | -0.028383 | -0.016099 | 0.036357 | -0.011456 | 0.006257 | -0.622276 | -0.448356 | -0.086645 | -0.234864 | -0.619117 | -0.637909 | -0.631590 | -0.078324 | -0.043789 | -0.184229 | 0.025419 | 0.047804 | 0.058807 | -0.027899 | -0.027977 | -0.013318 | 0.021965 | 0.033488 | -0.036004 | -0.045496 | 0.055557 | 0.042009 | -0.001623 | 0.118468 | -0.019852 | -0.025882 | 0.127448 | -0.035974 | 0.026394 | -0.075369 | 0.024625 | 0.039211 | 0.042621 | -0.001649 | -0.003711 | -0.071921 | -0.019411 | -0.012566 | -0.008783 | -0.003432 | 0.045000 | -0.059908 | -0.039520 | -0.053415 | -0.028540 | 0.013016 | -0.011389 | -0.116045 | 0.077722 | 0.102231 | -0.012161 | 0.090316 | 0.000750 | -0.066227 | -0.012544 | -0.037876 | 0.005278 | 0.007127 | 0.009047 | -0.021553 | -0.030599 | -0.008558 | 0.004419 | -0.073380 |
| 23 | -0.046678 | -0.016047 | 0.009276 | -0.007973 | 0.004969 | 0.013043 | -0.039963 | -0.021383 | 0.159658 | -0.152008 | 1.000000 | 0.030027 | -0.033922 | 0.018341 | -0.016951 | 0.004805 | -0.003082 | 0.008081 | -0.003634 | 0.043283 | 0.004740 | 0.003601 | -0.003600 | -0.009536 | -0.006910 | 0.006625 | -0.028626 | 0.007543 | -0.015536 | 0.027092 | 0.000672 | 0.027316 | -0.006201 | -0.001316 | -0.005920 | -0.034757 | -0.040329 | 0.007194 | -0.021529 | 0.002384 | -0.030234 | -0.061007 | 0.005422 | -0.022332 | 0.004777 | 0.007691 | -0.008614 | 0.012295 | -0.035153 | -0.007955 | -0.004024 | 0.186806 | 0.122487 | 0.131162 | -0.008482 | 0.002497 | -0.010564 | -0.003522 | -0.028203 | -0.021234 | -0.004772 | -0.025396 | -0.024997 | -0.028010 | -0.036571 | -0.028765 | -0.039562 | -0.030418 | -0.030451 | -0.032935 | -0.021646 | 0.022051 | -0.021149 | -0.039061 | -0.039557 | 0.001351 | 0.029825 | 0.010905 | -0.027880 | -0.055238 | 0.007182 | -0.022683 | 0.004780 | -0.008303 | -0.038171 | -0.008049 | 0.192170 | 0.128940 | 0.131281 | -0.003344 | 0.007503 | -0.018804 | -0.018072 | -0.020411 | -0.028763 | -0.042651 | -0.036117 | -0.024959 | -0.030366 | -0.017426 | 0.024759 | -0.001822 | -0.006510 | -0.026550 | -0.028019 | -0.028017 | 0.001379 | -0.012769 | 0.021769 | 0.006275 | 0.008062 | -0.004809 | -0.000203 | -0.008222 | -0.003494 | -0.028234 | 0.002568 | 0.010192 | 0.015835 | 0.205401 | 0.181848 | 0.206027 | 0.027723 | 0.187554 | 0.189297 | 0.188968 | -0.014048 | -0.026998 | -0.020916 | -0.046035 | -0.027501 | -0.073994 | 0.014066 | 0.006899 | -0.025416 | -0.033368 | -0.002071 | -0.018494 | -0.006206 | 0.007363 | -0.028328 | -0.042092 | 0.014797 | 0.020173 | -0.023226 | 0.028445 | -0.010144 | 0.029830 | 0.005254 | -0.015039 | 0.020725 | 0.003559 | 0.038614 | -0.019698 | -0.007710 | -0.036406 | -0.010763 | 0.041259 | -0.002977 | 0.001680 | -0.006043 | -0.017718 | -0.030645 | -0.033027 | -0.020555 | 0.000466 | 0.028272 | 0.006352 | -0.002404 | -0.014331 | 0.025768 | -0.033960 | 0.015186 | 0.007529 | -0.025599 | 0.024716 | 0.025928 | 0.026589 | 0.010524 | -0.014964 | -0.002240 | -0.037950 | 0.012873 |
| 24 | -0.014921 | -0.060066 | -0.021149 | -0.049605 | -0.013636 | 0.057480 | 0.047038 | 0.022276 | -0.179501 | 0.119966 | 0.030027 | 1.000000 | -0.049981 | 0.037691 | 0.013364 | -0.037627 | -0.027737 | 0.017044 | -0.015607 | 0.014178 | -0.002839 | 0.036681 | 0.020456 | 0.003814 | -0.000269 | -0.054135 | -0.043783 | 0.005174 | 0.011272 | -0.061479 | -0.011045 | -0.022218 | -0.006426 | -0.004177 | 0.031544 | 0.035845 | 0.008468 | 0.002549 | 0.019667 | 0.039736 | 0.012356 | 0.025564 | 0.008938 | -0.046375 | -0.013019 | 0.014870 | 0.013058 | 0.019072 | 0.015927 | 0.016053 | 0.003014 | -0.018114 | 0.037826 | -0.022592 | -0.134047 | -0.027977 | -0.004082 | 0.046914 | 0.042065 | 0.053536 | 0.003448 | 0.000681 | 0.003121 | -0.000507 | 0.016848 | -0.007186 | -0.010865 | 0.011814 | 0.009433 | 0.016419 | 0.011526 | 0.022480 | 0.025661 | 0.003870 | -0.037866 | 0.004202 | 0.058073 | 0.039564 | 0.015363 | 0.021531 | 0.010181 | -0.034163 | -0.013028 | 0.013939 | 0.012522 | 0.016033 | -0.015008 | 0.030793 | -0.023976 | -0.134819 | -0.003368 | 0.000303 | 0.004157 | -0.001375 | 0.019537 | -0.009477 | 0.006310 | 0.011930 | 0.015727 | 0.009022 | 0.011551 | -0.006370 | -0.004968 | 0.026311 | 0.004315 | -0.041481 | 0.004162 | -0.037018 | -0.018035 | 0.008985 | -0.029786 | 0.011897 | -0.008462 | 0.011694 | 0.001438 | 0.007320 | 0.018312 | -0.028758 | 0.011708 | -0.002011 | 0.029473 | -0.021205 | -0.075001 | 0.029095 | 0.023851 | 0.029044 | -0.014673 | 0.006414 | -0.210860 | 0.012799 | 0.039654 | -0.016312 | 0.020399 | -0.026960 | -0.008778 | -0.003325 | 0.017321 | 0.016404 | 0.006482 | 0.033079 | 0.017363 | -0.008477 | 0.050275 | 0.029736 | 0.037280 | 0.066405 | 0.043844 | -0.011794 | -0.083008 | -0.025052 | 0.010485 | 0.019174 | 0.007828 | 0.023986 | -0.006893 | -0.001248 | -0.016048 | 0.001631 | -0.016509 | 0.008941 | -0.043874 | -0.009246 | 0.026271 | -0.034238 | 0.001056 | 0.006704 | -0.036747 | 0.009729 | 0.020198 | -0.013790 | 0.051221 | -0.035813 | -0.046754 | -0.048530 | 0.024126 | -0.020520 | -0.019428 | -0.020838 | -0.017735 | 0.004892 | -0.010149 | -0.016735 | -0.018297 |
| 28 | 0.054548 | -0.022847 | -0.061725 | 0.096876 | 0.007753 | -0.107400 | 0.004407 | 0.018212 | 0.006597 | -0.065717 | -0.033922 | -0.049981 | 1.000000 | 0.179450 | -0.065675 | 0.016558 | 0.003633 | 0.037990 | -0.012450 | -0.012140 | -0.075045 | -0.257863 | -0.019245 | 0.082751 | -0.153265 | -0.123334 | -0.122680 | 0.078720 | -0.012366 | 0.086796 | 0.101537 | 0.199896 | 0.057796 | -0.001064 | -0.043771 | 0.059775 | 0.020012 | 0.029885 | -0.078068 | -0.001948 | -0.029768 | -0.054669 | -0.142356 | 0.176189 | 0.006902 | 0.039211 | 0.003631 | -0.004653 | -0.011084 | -0.000566 | 0.006355 | -0.168318 | -0.221138 | -0.027224 | 0.202125 | 0.222978 | 0.050744 | -0.096939 | 0.010670 | -0.010939 | -0.042185 | 0.029570 | 0.043506 | 0.035462 | -0.026923 | 0.104078 | 0.074404 | 0.015697 | -0.000461 | -0.044705 | -0.003175 | -0.088291 | 0.048626 | -0.050241 | -0.003363 | 0.031442 | -0.047860 | 0.011405 | -0.062476 | -0.071957 | -0.086387 | 0.172912 | 0.006917 | 0.004469 | -0.005828 | -0.000293 | -0.176927 | -0.222066 | -0.032791 | 0.204863 | -0.050450 | 0.017872 | 0.033626 | 0.022869 | 0.013533 | 0.057809 | 0.028433 | -0.004736 | -0.036661 | -0.002328 | -0.087795 | -0.006888 | -0.009059 | 0.054041 | -0.065837 | -0.014114 | 0.031093 | 0.108410 | -0.020976 | 0.054729 | 0.168903 | 0.052273 | 0.022022 | 0.003928 | -0.018894 | -0.010436 | -0.034858 | -0.012332 | -0.016141 | -0.182528 | -0.219346 | -0.013161 | 0.091338 | -0.190581 | -0.187473 | -0.196796 | 0.277133 | 0.275775 | 0.312705 | 0.022632 | 0.006761 | -0.042884 | -0.070121 | 0.180828 | -0.008263 | 0.048536 | 0.100751 | 0.140608 | 0.181562 | -0.132640 | -0.038641 | 0.023536 | -0.206127 | 0.015171 | 0.103005 | -0.084899 | 0.021226 | 0.004129 | 0.144648 | -0.045913 | 0.002780 | -0.109350 | -0.041777 | 0.046237 | -0.001180 | -0.056144 | -0.000872 | -0.030778 | -0.243887 | -0.047096 | -0.120171 | -0.027176 | 0.005455 | -0.009282 | -0.039091 | 0.024520 | -0.034820 | -0.119422 | -0.241589 | -0.109549 | -0.144596 | -0.010843 | 0.113534 | 0.006096 | 0.045079 | 0.030247 | 0.025603 | 0.023354 | 0.065944 | -0.005684 | -0.036787 | -0.085175 | -0.106767 |
| 40 | -0.009150 | 0.027101 | -0.014761 | -0.006463 | 0.025844 | 0.014575 | 0.021971 | 0.006769 | -0.059722 | -0.011674 | 0.018341 | 0.037691 | 0.179450 | 1.000000 | 0.011736 | 0.000789 | 0.010040 | -0.031465 | -0.007287 | -0.007507 | -0.038257 | -0.123669 | 0.029032 | -0.027646 | -0.058522 | -0.002978 | -0.001990 | 0.005880 | -0.032013 | -0.006253 | -0.009291 | 0.024986 | -0.045716 | 0.013473 | 0.029112 | 0.051416 | 0.037168 | 0.004932 | -0.040153 | 0.013172 | -0.047593 | -0.045268 | -0.024112 | 0.007260 | 0.025617 | 0.007376 | 0.011604 | -0.044008 | 0.018070 | 0.011685 | 0.006184 | -0.078373 | -0.119653 | 0.001898 | -0.056792 | 0.067088 | 0.013702 | -0.015752 | -0.012522 | 0.014686 | -0.029695 | -0.018834 | -0.006856 | -0.010715 | -0.002149 | 0.035778 | 0.021937 | -0.001283 | -0.015610 | -0.041295 | -0.033606 | -0.066632 | 0.024508 | -0.021316 | -0.031408 | 0.011143 | -0.011001 | 0.008672 | -0.042335 | -0.056588 | -0.018228 | 0.002796 | 0.025628 | 0.011485 | 0.019332 | 0.011719 | -0.084087 | -0.126309 | -0.000500 | -0.048942 | -0.034530 | -0.035152 | -0.013308 | -0.027820 | -0.024614 | 0.017356 | -0.002221 | -0.017152 | -0.037174 | -0.045647 | -0.066232 | -0.013378 | -0.001055 | 0.023145 | -0.036621 | -0.043985 | 0.010812 | 0.001621 | 0.021383 | 0.008526 | 0.037595 | 0.048618 | -0.027468 | 0.011183 | -0.021849 | 0.018274 | 0.008281 | 0.043530 | 0.003159 | -0.084906 | -0.103825 | 0.000492 | 0.068195 | -0.075646 | -0.080117 | -0.080122 | 0.036777 | 0.016402 | 0.024469 | 0.010756 | -0.015541 | -0.032645 | 0.011882 | 0.077859 | -0.002950 | 0.013957 | 0.006459 | 0.023937 | 0.021728 | -0.040955 | -0.041405 | 0.013580 | -0.075256 | 0.002277 | 0.076991 | -0.016163 | 0.024071 | -0.013448 | 0.088524 | -0.055407 | 0.022887 | -0.029484 | 0.022778 | 0.021191 | 0.035875 | -0.026218 | 0.040731 | 0.011819 | -0.091556 | -0.030772 | -0.049638 | -0.044590 | -0.024616 | -0.033126 | -0.035764 | 0.008840 | -0.016520 | -0.073297 | -0.080793 | -0.067912 | -0.055879 | 0.014917 | 0.030533 | -0.065979 | 0.021817 | -0.007765 | -0.011742 | -0.008707 | 0.014344 | -0.050235 | 0.007846 | -0.060163 | -0.051763 |
| 43 | -0.050244 | -0.019848 | 0.050536 | -0.023326 | -0.012074 | 0.011003 | 0.027272 | 0.024793 | -0.032037 | 0.004048 | -0.016951 | 0.013364 | -0.065675 | 0.011736 | 1.000000 | -0.092979 | 0.475275 | 0.007993 | 0.641030 | 0.065671 | 0.587828 | 0.070535 | 0.898525 | -0.043746 | 0.159444 | -0.049992 | 0.028501 | 0.484200 | 0.011912 | -0.144759 | 0.464311 | 0.010402 | 0.105019 | 0.054849 | -0.021756 | 0.001768 | 0.000518 | -0.016985 | -0.046492 | 0.011877 | -0.072917 | -0.044625 | -0.030050 | -0.030294 | -0.012211 | -0.034454 | 0.009375 | 0.020554 | 0.002687 | 0.011197 | 0.001874 | 0.014313 | 0.023192 | -0.007735 | -0.059135 | 0.160074 | 0.121608 | -0.397532 | -0.039887 | -0.141162 | 0.014430 | 0.017839 | 0.121833 | -0.109746 | -0.018303 | 0.004884 | 0.061850 | -0.110385 | 0.022049 | 0.034279 | -0.010737 | -0.007390 | -0.012228 | -0.008908 | 0.055086 | -0.025028 | 0.088780 | -0.005597 | -0.058021 | -0.044417 | -0.024194 | -0.034010 | -0.012211 | 0.009178 | 0.009417 | 0.011135 | 0.014295 | 0.022262 | -0.004365 | -0.060368 | 0.017008 | 0.023034 | 0.113576 | -0.081389 | -0.017181 | 0.061119 | -0.119313 | 0.015854 | 0.031367 | -0.029129 | -0.012546 | 0.038788 | 0.051637 | -0.017909 | -0.009874 | 0.054000 | -0.024920 | -0.026048 | -0.012630 | -0.031230 | 0.002755 | 0.029885 | -0.015945 | 0.008468 | -0.024898 | 0.005411 | 0.014386 | -0.024228 | -0.012403 | 0.010901 | 0.016982 | 0.001330 | -0.029722 | 0.013332 | 0.014804 | 0.013162 | -0.046517 | -0.030827 | -0.051690 | 0.074733 | -0.046237 | -0.064142 | -0.079672 | -0.040919 | 0.101397 | -0.151221 | -0.236845 | 0.006096 | 0.039542 | -0.033426 | 0.027966 | 0.039733 | 0.015105 | -0.034063 | 0.006930 | 0.016543 | -0.022411 | -0.057006 | -0.025624 | -0.011046 | -0.004668 | -0.064716 | 0.000531 | -0.011636 | 0.041068 | -0.009650 | 0.016957 | -0.026722 | 0.026975 | 0.044405 | 0.037909 | 0.049800 | 0.038067 | 0.050008 | 0.001392 | -0.024735 | 0.026412 | 0.007564 | 0.025463 | 0.034662 | -0.006645 | 0.033365 | 0.026927 | -0.008983 | -0.021381 | 0.033351 | 0.038621 | 0.035011 | -0.003703 | 0.049381 | -0.000745 | 0.079700 | -0.020470 |
| 45 | 0.015586 | 0.017935 | 0.005874 | -0.031329 | 0.057947 | 0.029945 | -0.033722 | -0.000303 | 0.024051 | -0.060399 | 0.004805 | -0.037627 | 0.016558 | 0.000789 | -0.092979 | 1.000000 | 0.809043 | -0.529162 | 0.564033 | 0.021758 | -0.024800 | -0.278185 | 0.104633 | 0.642330 | -0.068613 | 0.461430 | 0.392191 | 0.604559 | 0.002468 | -0.138203 | 0.585861 | 0.083850 | 0.245773 | 0.003708 | -0.070870 | 0.017179 | 0.020095 | 0.008074 | -0.066859 | -0.033461 | 0.017575 | 0.001527 | -0.004549 | 0.015462 | 0.057670 | 0.032379 | 0.014087 | -0.047442 | -0.012411 | 0.011350 | 0.024541 | 0.002255 | -0.028998 | -0.030601 | -0.004278 | 0.000353 | 0.137888 | 0.142611 | 0.011918 | 0.048191 | -0.014741 | 0.057138 | 0.032383 | 0.052283 | 0.053269 | 0.178004 | 0.077493 | 0.062887 | 0.000512 | 0.006464 | 0.058806 | 0.031454 | 0.012105 | 0.011003 | 0.022943 | 0.004294 | 0.070546 | -0.034071 | 0.011549 | 0.011945 | 0.026706 | 0.019205 | 0.057663 | 0.013775 | -0.011749 | 0.011454 | -0.000727 | -0.029175 | -0.031327 | -0.005462 | -0.019740 | 0.047060 | 0.031918 | 0.047327 | 0.035508 | 0.060350 | 0.062939 | -0.001991 | 0.009426 | 0.068997 | 0.034229 | 0.002167 | -0.003398 | 0.015742 | 0.014601 | 0.031054 | 0.004414 | 0.021910 | 0.031211 | 0.034782 | 0.109820 | -0.001371 | 0.026670 | 0.015350 | -0.122607 | -0.009838 | 0.007319 | 0.015503 | -0.016442 | -0.010253 | -0.026474 | -0.032238 | 0.071024 | -0.028169 | -0.023060 | -0.020422 | 0.003312 | 0.013877 | 0.089582 | -0.014646 | 0.038279 | -0.070580 | -0.089208 | 0.084309 | 0.221452 | 0.025751 | 0.176959 | 0.017501 | 0.000664 | 0.037652 | 0.006429 | 0.011636 | -0.017801 | -0.009137 | -0.007474 | -0.016770 | 0.009585 | -0.017267 | 0.072017 | -0.063611 | -0.002095 | 0.046226 | 0.012931 | 0.015958 | 0.041749 | 0.008538 | -0.004412 | -0.039116 | -0.020511 | 0.016850 | -0.037041 | -0.004373 | 0.008893 | 0.018119 | -0.003448 | 0.000330 | 0.032719 | -0.020574 | -0.108873 | -0.018328 | 0.000472 | 0.009993 | 0.118078 | -0.003949 | 0.071689 | -0.001367 | -0.004401 | -0.008804 | 0.014711 | 0.055536 | 0.105375 | 0.017425 | 0.008347 |
| 46 | -0.006066 | 0.007923 | 0.010206 | -0.043089 | 0.047234 | 0.030622 | -0.020290 | 0.018156 | 0.017270 | -0.060646 | -0.003082 | -0.027737 | 0.003633 | 0.010040 | 0.475275 | 0.809043 | 1.000000 | -0.330496 | 0.904482 | 0.120392 | 0.344581 | -0.220414 | 0.604713 | 0.527919 | 0.053603 | 0.368197 | 0.362964 | 0.823763 | 0.005422 | -0.141069 | 0.797357 | 0.079939 | 0.285998 | 0.027790 | -0.080533 | 0.006580 | 0.008394 | -0.000281 | -0.090454 | -0.025048 | -0.024459 | -0.023469 | -0.039765 | 0.012342 | 0.046874 | 0.015483 | 0.009143 | -0.023242 | -0.000522 | 0.007515 | 0.015442 | 0.006914 | -0.019569 | -0.032368 | -0.025687 | 0.091590 | 0.203941 | -0.112640 | -0.028888 | -0.043941 | 0.030514 | 0.063444 | 0.104862 | -0.011132 | 0.048897 | 0.175248 | 0.113105 | -0.009327 | 0.011077 | 0.027884 | 0.045603 | 0.020641 | 0.002786 | -0.000956 | 0.046299 | -0.008203 | 0.127697 | -0.030234 | -0.023668 | -0.014039 | -0.000410 | 0.012551 | 0.046869 | 0.008762 | 0.004005 | 0.007594 | 0.003395 | -0.019824 | -0.032100 | -0.027025 | 0.028804 | 0.055976 | 0.099275 | -0.000621 | 0.023714 | 0.094439 | -0.012041 | 0.004772 | 0.027443 | 0.043792 | 0.020103 | 0.020492 | 0.022037 | 0.005245 | 0.000625 | 0.052114 | -0.008052 | 0.020432 | 0.020446 | 0.019527 | 0.089470 | 0.016988 | 0.008683 | 0.009744 | -0.106186 | 0.002418 | 0.002039 | -0.009472 | -0.018288 | -0.006429 | -0.019709 | -0.029086 | 0.051895 | -0.021939 | -0.015777 | -0.015282 | -0.006171 | 0.019501 | 0.070845 | 0.011069 | -0.015409 | -0.126097 | -0.136493 | 0.059509 | 0.240104 | -0.053739 | -0.001586 | 0.041897 | 0.044694 | 0.022958 | 0.021698 | 0.034991 | -0.004312 | -0.015925 | -0.009208 | -0.022680 | -0.000489 | -0.043632 | 0.043048 | -0.059705 | -0.007561 | 0.004256 | 0.003461 | 0.006729 | 0.053724 | -0.002442 | 0.004000 | -0.056472 | -0.016241 | 0.036395 | -0.024628 | 0.023112 | 0.032594 | 0.040303 | -0.006171 | -0.012271 | 0.038524 | -0.018239 | -0.083528 | -0.000538 | -0.005350 | 0.015970 | 0.113766 | -0.011810 | 0.055729 | 0.014082 | 0.014453 | 0.007848 | 0.016525 | 0.070753 | 0.097681 | 0.054831 | -0.009413 |
| 48 | 0.004240 | 0.005573 | -0.096163 | -0.021524 | -0.028014 | 0.026156 | -0.011594 | 0.013455 | 0.040711 | 0.002082 | 0.008081 | 0.017044 | 0.037990 | -0.031465 | 0.007993 | -0.529162 | -0.330496 | 1.000000 | 0.048654 | 0.485072 | 0.124083 | 0.127696 | -0.080197 | -0.324859 | 0.258698 | -0.242701 | -0.095987 | -0.268297 | 0.011852 | 0.367578 | -0.181068 | -0.032439 | -0.077259 | -0.023410 | 0.005222 | -0.015828 | -0.020302 | -0.001474 | 0.015792 | 0.024706 | -0.037710 | -0.024103 | -0.029422 | 0.011674 | -0.027806 | -0.000875 | -0.045813 | 0.058074 | 0.037932 | -0.043608 | -0.050265 | 0.003010 | 0.005503 | 0.013408 | 0.023796 | -0.108476 | -0.007099 | -0.057484 | 0.041302 | 0.009343 | 0.397296 | 0.001597 | 0.021588 | 0.004024 | 0.051984 | -0.052499 | 0.002525 | -0.038996 | 0.018272 | 0.043076 | -0.035115 | 0.000847 | -0.002581 | -0.029566 | -0.056705 | 0.000890 | -0.011358 | 0.037240 | -0.034305 | -0.028068 | -0.020006 | 0.007405 | -0.027799 | -0.045333 | 0.038982 | -0.043586 | 0.003993 | 0.006847 | 0.011433 | 0.022839 | 0.401719 | 0.002795 | 0.020930 | 0.005314 | 0.030816 | 0.003760 | -0.029162 | 0.018224 | 0.037277 | -0.039297 | 0.005170 | -0.006991 | -0.003941 | 0.002060 | -0.026993 | -0.055850 | 0.000818 | 0.015995 | -0.014346 | -0.004405 | -0.108086 | 0.009657 | -0.039622 | -0.046894 | 0.123336 | 0.034640 | -0.049932 | -0.015197 | 0.001212 | 0.012231 | 0.011847 | -0.001407 | -0.039075 | 0.018707 | 0.016827 | 0.010284 | 0.036959 | 0.056481 | 0.015863 | 0.007486 | -0.009406 | -0.022168 | -0.000721 | -0.028948 | -0.122314 | 0.022949 | -0.324138 | 0.038475 | 0.046648 | 0.036410 | 0.028978 | 0.007720 | 0.031868 | 0.042727 | -0.014135 | -0.043732 | 0.014806 | 0.026455 | -0.041768 | 0.064079 | 0.021585 | -0.023674 | -0.042135 | -0.001943 | -0.028586 | -0.027837 | -0.004169 | -0.004791 | -0.020460 | -0.013577 | -0.004903 | -0.007953 | 0.044478 | -0.053957 | -0.005317 | 0.001415 | -0.019734 | 0.000742 | 0.044532 | 0.015866 | 0.004518 | -0.037985 | -0.075777 | -0.021069 | -0.011626 | 0.008758 | 0.011450 | 0.009531 | 0.015873 | -0.037160 | -0.020736 | -0.009350 | -0.015267 |
| 50 | -0.019867 | 0.004888 | -0.008547 | -0.056539 | 0.029248 | 0.048818 | -0.017019 | 0.024650 | 0.020040 | -0.050837 | -0.003634 | -0.015607 | -0.012450 | -0.007287 | 0.641030 | 0.564033 | 0.904482 | 0.048654 | 1.000000 | 0.321010 | 0.466411 | -0.134897 | 0.701123 | 0.381690 | 0.188100 | 0.255919 | 0.326450 | 0.757790 | 0.017036 | -0.037518 | 0.772122 | 0.066666 | 0.258487 | 0.030676 | -0.077313 | 0.008591 | 0.007995 | -0.005691 | -0.085980 | -0.008887 | -0.056371 | -0.043416 | -0.041205 | -0.001699 | 0.029007 | 0.004093 | -0.004425 | 0.002141 | 0.010521 | -0.004442 | -0.002672 | 0.013947 | -0.006723 | -0.026349 | -0.034082 | 0.059002 | 0.209208 | -0.187319 | 0.003670 | -0.053167 | 0.204967 | 0.065588 | 0.128580 | -0.029575 | 0.062378 | 0.137683 | 0.116301 | -0.042923 | 0.025932 | 0.053140 | 0.027276 | 0.023675 | 0.000821 | -0.011909 | 0.030886 | -0.013687 | 0.122150 | -0.015484 | -0.049317 | -0.035881 | -0.003671 | -0.003215 | 0.029004 | -0.004598 | 0.016526 | -0.004380 | 0.011740 | -0.006852 | -0.025612 | -0.036547 | 0.204602 | 0.060810 | 0.121858 | -0.012947 | 0.035980 | 0.100852 | -0.044168 | 0.019165 | 0.050694 | 0.021075 | 0.024739 | 0.026285 | 0.032096 | 0.002455 | -0.007992 | 0.037915 | -0.013538 | 0.009480 | 0.011724 | 0.006754 | 0.045137 | 0.025365 | -0.008021 | -0.004497 | -0.064739 | 0.013100 | -0.009112 | -0.011352 | -0.023243 | 0.004955 | -0.005590 | -0.029051 | 0.022604 | -0.006172 | -0.001455 | -0.003668 | -0.011200 | 0.019929 | 0.052365 | 0.044522 | -0.003513 | -0.121957 | -0.138849 | 0.031892 | 0.210208 | -0.073677 | -0.179794 | 0.040426 | 0.053539 | 0.029137 | 0.041176 | 0.043266 | 0.011410 | -0.010503 | -0.009187 | -0.026186 | 0.000289 | -0.042951 | 0.025052 | -0.032191 | 0.006028 | -0.017093 | -0.009929 | 0.005082 | 0.052571 | -0.013778 | 0.006043 | -0.057301 | -0.009878 | 0.040222 | -0.008859 | 0.027786 | 0.058813 | 0.024282 | -0.004909 | -0.016801 | 0.038432 | -0.012838 | -0.057190 | 0.016662 | -0.002001 | 0.013258 | 0.086982 | -0.021093 | 0.043592 | 0.027397 | 0.029852 | 0.022247 | 0.018995 | 0.066597 | 0.084296 | 0.068414 | -0.015175 |
| 51 | -0.050817 | 0.022586 | -0.016448 | -0.012499 | 0.006774 | 0.053057 | -0.017528 | 0.026860 | 0.048990 | -0.087362 | 0.043283 | 0.014178 | -0.012140 | -0.007507 | 0.065671 | 0.021758 | 0.120392 | 0.485072 | 0.321010 | 1.000000 | 0.056674 | 0.020833 | 0.035808 | 0.030880 | 0.296182 | -0.007144 | 0.136966 | 0.038719 | 0.022818 | -0.011645 | 0.045609 | 0.033012 | 0.004441 | -0.003372 | -0.022733 | 0.016294 | 0.009735 | 0.018897 | -0.025135 | 0.030166 | -0.036968 | -0.020828 | -0.012984 | -0.000109 | 0.006963 | 0.033549 | -0.016348 | 0.098205 | 0.036693 | -0.018846 | -0.006412 | 0.023719 | 0.009539 | -0.022357 | -0.001174 | -0.218941 | -0.064473 | -0.035371 | -0.179052 | -0.100208 | 0.641489 | 0.019216 | 0.021322 | 0.036297 | 0.144150 | 0.013896 | 0.047880 | 0.003280 | 0.030060 | 0.023625 | 0.017896 | -0.008002 | 0.008464 | -0.019825 | -0.011865 | 0.016819 | 0.063162 | 0.028612 | -0.037926 | -0.029500 | 0.012126 | -0.005572 | 0.006966 | -0.017460 | 0.037810 | -0.018784 | 0.026760 | 0.011421 | -0.022573 | -0.005867 | 0.649429 | 0.014670 | 0.013302 | 0.031377 | -0.003461 | 0.039197 | 0.011595 | 0.028595 | 0.021826 | 0.017002 | 0.009874 | 0.014041 | 0.016358 | 0.011196 | -0.003612 | 0.000735 | 0.016882 | 0.009288 | 0.029439 | 0.028988 | -0.051211 | -0.007101 | -0.021927 | -0.015406 | 0.114535 | 0.031332 | -0.019863 | 0.015558 | -0.010442 | 0.030975 | 0.026502 | -0.006338 | 0.000316 | 0.038597 | 0.041888 | 0.038909 | 0.022709 | 0.022776 | 0.030280 | -0.258870 | -0.218295 | -0.338877 | 0.027765 | 0.010637 | 0.051304 | 0.040735 | -0.234551 | 0.019218 | 0.031677 | 0.058497 | 0.023998 | 0.020108 | -0.002588 | 0.027428 | 0.021037 | -0.064456 | 0.040701 | 0.005905 | 0.003574 | -0.022581 | 0.044434 | -0.016209 | 0.000569 | 0.010248 | 0.031908 | -0.020066 | 0.039949 | -0.070753 | 0.012474 | -0.009189 | -0.011680 | -0.023840 | 0.002086 | -0.011801 | 0.010195 | 0.017813 | 0.026152 | -0.005148 | -0.002914 | 0.022840 | -0.010061 | -0.022484 | 0.001095 | -0.022493 | 0.050812 | -0.050661 | -0.049369 | -0.056026 | -0.044813 | 0.008090 | -0.004932 | 0.003419 | 0.006005 |
| 55 | -0.024957 | 0.017092 | -0.008088 | -0.016235 | -0.052408 | 0.013190 | 0.027789 | 0.005856 | 0.050986 | -0.062155 | 0.004740 | -0.002839 | -0.075045 | -0.038257 | 0.587828 | -0.024800 | 0.344581 | 0.124083 | 0.466411 | 0.056674 | 1.000000 | 0.109279 | 0.552075 | -0.030315 | 0.121922 | 0.025127 | 0.071367 | 0.323569 | 0.000868 | 0.018562 | 0.330080 | -0.016165 | 0.128248 | -0.012185 | -0.031035 | 0.010800 | 0.006610 | -0.018191 | -0.032532 | 0.004053 | -0.027804 | -0.006841 | -0.046282 | 0.038818 | -0.052437 | -0.028091 | 0.007789 | 0.060934 | -0.014659 | 0.002605 | 0.025108 | 0.109337 | 0.099079 | 0.006375 | -0.053712 | -0.032404 | 0.142414 | -0.512688 | -0.037640 | -0.217816 | 0.008574 | 0.031473 | 0.058359 | -0.064887 | -0.077812 | 0.073797 | 0.083818 | -0.141143 | 0.007030 | 0.026239 | -0.049021 | -0.001773 | -0.001598 | 0.008466 | 0.033680 | -0.017842 | 0.020150 | -0.003904 | -0.016127 | 0.006935 | -0.024314 | 0.025970 | -0.052435 | 0.007138 | -0.007412 | 0.002634 | 0.111711 | 0.102411 | 0.011247 | -0.052526 | 0.013091 | 0.031386 | 0.062107 | -0.044997 | -0.035890 | 0.073144 | -0.140959 | 0.000543 | 0.021156 | -0.063618 | -0.001483 | -0.013888 | 0.000394 | -0.006581 | 0.019114 | 0.045342 | -0.017727 | 0.050095 | -0.025798 | -0.030810 | -0.015579 | 0.043056 | -0.011971 | 0.009263 | 0.063827 | -0.011598 | 0.002018 | 0.014767 | 0.011231 | 0.104982 | 0.104862 | 0.012078 | -0.012573 | 0.095741 | 0.100196 | 0.097597 | -0.040523 | -0.033613 | -0.061137 | 0.040706 | -0.047433 | -0.079102 | -0.037069 | -0.033550 | 0.084558 | -0.086446 | -0.236513 | 0.064643 | 0.089493 | 0.001248 | 0.014896 | 0.035179 | 0.029488 | -0.027963 | -0.042525 | -0.001347 | -0.016022 | -0.067707 | -0.042972 | 0.004368 | -0.019262 | -0.040690 | -0.003650 | 0.001071 | 0.019680 | 0.008713 | 0.007146 | -0.014090 | 0.067325 | 0.008229 | 0.047671 | 0.011338 | 0.033522 | 0.031779 | -0.004654 | -0.017576 | 0.088329 | -0.010371 | 0.078735 | 0.118845 | 0.004510 | 0.014632 | -0.008749 | -0.038910 | 0.022255 | 0.011409 | 0.014960 | 0.012434 | 0.023538 | 0.028175 | 0.010061 | 0.080610 | -0.008948 |
| 59 | -0.105184 | 0.007505 | 0.039710 | -0.020691 | -0.020577 | 0.057800 | 0.022526 | 0.022178 | -0.026307 | 0.053719 | 0.003601 | 0.036681 | -0.257863 | -0.123669 | 0.070535 | -0.278185 | -0.220414 | 0.127696 | -0.134897 | 0.020833 | 0.109279 | 1.000000 | -0.077779 | 0.269070 | 0.246304 | -0.324840 | -0.220730 | -0.002241 | 0.475908 | -0.244242 | 0.085513 | -0.144711 | -0.104373 | 0.209048 | 0.054567 | -0.089473 | -0.042449 | -0.031195 | 0.024350 | -0.031325 | 0.013222 | 0.050251 | 0.082232 | -0.065222 | -0.020111 | -0.001554 | -0.000476 | 0.046847 | 0.004646 | 0.002711 | -0.001580 | 0.058518 | 0.096572 | 0.008215 | -0.104611 | -0.173405 | -0.029780 | -0.001583 | 0.041538 | 0.002716 | 0.056263 | 0.406847 | 0.426106 | 0.376346 | 0.124026 | -0.057769 | 0.121418 | 0.255745 | 0.389961 | 0.503903 | 0.418970 | 0.113690 | 0.006188 | 0.036629 | -0.006035 | -0.019943 | -0.038009 | -0.031151 | 0.034662 | 0.062221 | 0.038190 | -0.061082 | -0.020114 | -0.001047 | 0.001340 | 0.002564 | 0.067321 | 0.096388 | 0.007035 | -0.108761 | 0.052876 | 0.467771 | 0.439292 | 0.444914 | 0.463237 | 0.136256 | 0.209170 | 0.411837 | 0.497591 | 0.445788 | 0.121360 | 0.342251 | 0.299728 | -0.002506 | 0.053651 | 0.003619 | -0.019968 | -0.037440 | 0.024593 | -0.012237 | -0.101886 | -0.035252 | -0.037902 | -0.000935 | 0.070924 | 0.004922 | 0.028043 | 0.012259 | -0.013562 | 0.072240 | 0.095420 | 0.013395 | -0.072867 | 0.091144 | 0.085272 | 0.084576 | -0.123167 | -0.143582 | -0.183498 | 0.003316 | 0.034839 | 0.055551 | -0.030768 | -0.220185 | 0.281393 | 0.232796 | 0.052424 | 0.070786 | 0.259023 | 0.317546 | 0.508747 | -0.015302 | 0.207244 | -0.003168 | -0.107968 | 0.083781 | -0.056382 | -0.032892 | -0.133053 | 0.035601 | -0.021939 | 0.019338 | 0.040790 | 0.005247 | 0.019295 | 0.046344 | -0.070973 | -0.004101 | 0.217680 | 0.047969 | 0.154956 | -0.012836 | 0.004569 | 0.001116 | 0.279940 | -0.001897 | 0.064498 | 0.099669 | 0.152182 | 0.127545 | 0.105778 | 0.013609 | -0.056697 | 0.008282 | -0.065988 | -0.015305 | -0.014918 | -0.005801 | -0.023120 | -0.024339 | -0.027998 | 0.042628 | 0.155771 |
| 60 | -0.036578 | -0.035006 | 0.039177 | -0.025746 | -0.008334 | 0.017097 | 0.005014 | 0.034017 | -0.031716 | -0.016163 | -0.003600 | 0.020456 | -0.019245 | 0.029032 | 0.898525 | 0.104633 | 0.604713 | -0.080197 | 0.701123 | 0.035808 | 0.552075 | -0.077779 | 1.000000 | 0.009591 | -0.058702 | -0.021858 | -0.030372 | 0.624359 | -0.118561 | -0.181325 | 0.560367 | 0.037973 | 0.211912 | -0.017719 | -0.038725 | -0.004379 | -0.000322 | -0.010435 | -0.042330 | 0.021248 | -0.064994 | -0.047118 | -0.032230 | -0.008882 | -0.008442 | -0.030423 | -0.002557 | 0.018225 | 0.004752 | -0.000833 | -0.007909 | 0.002799 | -0.009674 | -0.003876 | -0.053648 | 0.154804 | 0.153058 | -0.353570 | -0.029303 | -0.106507 | -0.027069 | -0.117921 | -0.049182 | -0.226316 | -0.082118 | 0.010003 | -0.019097 | -0.212143 | -0.076174 | -0.127695 | -0.149985 | -0.021496 | -0.011707 | -0.011648 | 0.045792 | -0.019544 | 0.126950 | 0.014344 | -0.057358 | -0.046884 | -0.014785 | -0.010696 | -0.008443 | -0.003320 | 0.010938 | -0.000857 | 0.000577 | -0.010230 | -0.002247 | -0.053982 | -0.028551 | -0.147780 | -0.074432 | -0.236983 | -0.174276 | -0.027860 | -0.210128 | -0.085080 | -0.122121 | -0.179894 | -0.030838 | -0.079545 | -0.055649 | -0.019400 | -0.012870 | 0.045964 | -0.019309 | -0.005815 | -0.020812 | -0.026808 | 0.020625 | 0.028344 | -0.003219 | -0.003341 | -0.035197 | 0.005680 | -0.000088 | -0.016053 | -0.007388 | -0.002503 | -0.008524 | 0.012443 | -0.016017 | -0.006930 | -0.003604 | -0.004788 | -0.045231 | -0.029039 | -0.026402 | 0.080757 | -0.032620 | -0.082669 | -0.122633 | -0.008965 | 0.037995 | -0.230472 | -0.124220 | 0.003000 | -0.006114 | -0.083331 | -0.114495 | 0.034147 | -0.020606 | -0.028028 | -0.006763 | 0.016760 | -0.001626 | -0.078171 | -0.004676 | -0.030702 | -0.008826 | -0.047144 | 0.001629 | -0.010587 | 0.053215 | -0.011776 | 0.020793 | -0.023221 | 0.005899 | 0.019402 | 0.020246 | 0.024517 | 0.000761 | 0.040483 | -0.076047 | -0.024238 | 0.031372 | -0.003529 | -0.001232 | 0.024840 | -0.024807 | 0.032815 | 0.043961 | -0.006922 | 0.003540 | 0.022032 | 0.026042 | 0.021828 | -0.015284 | 0.062491 | 0.006072 | 0.065373 | -0.018342 |
| 62 | 0.008042 | -0.013760 | -0.013211 | -0.007548 | 0.049400 | 0.053272 | -0.011988 | 0.023657 | -0.048142 | 0.017979 | -0.009536 | 0.003814 | 0.082751 | -0.027646 | -0.043746 | 0.642330 | 0.527919 | -0.324859 | 0.381690 | 0.030880 | -0.030315 | 0.269070 | 0.009591 | 1.000000 | 0.100050 | -0.079515 | -0.021915 | 0.665404 | 0.516004 | -0.403342 | 0.731399 | 0.036950 | 0.172162 | 0.218184 | -0.048381 | -0.030269 | -0.002969 | -0.014184 | -0.097142 | 0.007785 | -0.024057 | -0.035698 | -0.052711 | 0.016507 | 0.049288 | 0.046856 | 0.022310 | -0.041470 | -0.002901 | 0.019463 | 0.032133 | -0.079570 | -0.076485 | -0.012481 | 0.008202 | 0.017034 | 0.168195 | 0.160546 | 0.069641 | 0.106600 | -0.029138 | 0.520974 | 0.515274 | 0.514596 | 0.197507 | 0.159283 | 0.230747 | 0.379866 | 0.425851 | 0.509730 | 0.540326 | 0.074895 | -0.000734 | -0.014972 | -0.013037 | -0.010314 | 0.161019 | 0.023223 | -0.039348 | -0.036258 | -0.033558 | 0.022019 | 0.049284 | 0.022202 | -0.003107 | 0.019534 | -0.082246 | -0.080143 | -0.016287 | 0.003690 | -0.037118 | 0.570443 | 0.520946 | 0.569909 | 0.565731 | 0.222411 | 0.333824 | 0.445082 | 0.513784 | 0.578498 | 0.087616 | 0.364538 | 0.296443 | 0.010451 | -0.014595 | -0.010845 | -0.010430 | 0.003268 | 0.024002 | 0.045744 | 0.106766 | 0.012910 | -0.004925 | 0.023465 | -0.118266 | -0.002922 | 0.015114 | 0.013926 | -0.008844 | -0.094879 | -0.100211 | -0.008327 | 0.039311 | -0.103664 | -0.101146 | -0.100268 | 0.009619 | 0.003199 | 0.068730 | 0.013640 | 0.085566 | -0.078520 | -0.119738 | 0.088681 | 0.527595 | 0.344937 | 0.334254 | 0.186568 | 0.380878 | 0.309326 | 0.529407 | 0.003107 | 0.074725 | 0.007142 | -0.017060 | 0.016652 | -0.002875 | 0.010195 | 0.062369 | -0.018310 | 0.019187 | 0.008109 | -0.014174 | 0.002500 | 0.060994 | -0.013139 | -0.028805 | -0.019842 | -0.053348 | 0.054249 | -0.081073 | -0.039432 | 0.002041 | -0.014865 | 0.280599 | -0.001269 | 0.002652 | -0.000398 | -0.119579 | -0.020558 | 0.007074 | -0.002388 | 0.076973 | -0.024415 | 0.057782 | 0.007976 | 0.002268 | 0.001672 | 0.019960 | 0.020490 | 0.071689 | 0.011885 | -0.019012 |
| 63 | -0.045524 | 0.038595 | -0.028692 | -0.032560 | -0.004640 | 0.030469 | -0.013395 | -0.005630 | 0.043861 | -0.019988 | -0.006910 | -0.000269 | -0.153265 | -0.058522 | 0.159444 | -0.068613 | 0.053603 | 0.258698 | 0.188100 | 0.296182 | 0.121922 | 0.246304 | -0.058702 | 0.100050 | 1.000000 | 0.472894 | 0.503106 | -0.138244 | 0.601365 | -0.307380 | -0.082296 | -0.074165 | -0.151485 | 0.159073 | -0.006318 | 0.055731 | 0.043484 | 0.003264 | -0.003824 | -0.015567 | -0.019322 | -0.018014 | -0.003462 | -0.049080 | -0.004444 | -0.002421 | -0.020512 | 0.036192 | 0.027861 | -0.020153 | -0.018826 | 0.081742 | 0.070827 | -0.021410 | -0.023271 | -0.131431 | -0.039209 | -0.019862 | -0.028438 | -0.030210 | 0.265254 | 0.588397 | 0.575355 | 0.514126 | 0.342890 | 0.109917 | 0.262750 | 0.354577 | 0.512219 | 0.611392 | 0.581576 | 0.036666 | -0.008172 | -0.025276 | -0.022807 | 0.011722 | -0.015529 | -0.026559 | -0.004589 | -0.014370 | -0.025412 | -0.049364 | -0.004444 | -0.020611 | 0.038004 | -0.020282 | 0.086270 | 0.073605 | -0.019682 | -0.027376 | 0.267019 | 0.658932 | 0.587725 | 0.606402 | 0.602594 | 0.280637 | 0.325778 | 0.519226 | 0.604137 | 0.612350 | 0.056682 | 0.393091 | 0.332288 | 0.001794 | -0.022219 | -0.021135 | 0.011353 | -0.025414 | 0.015297 | -0.008121 | -0.078760 | -0.044418 | -0.012653 | -0.020572 | 0.050693 | 0.026652 | -0.019172 | -0.024233 | -0.022154 | 0.088350 | 0.088812 | -0.036923 | -0.044444 | 0.090881 | 0.091074 | 0.088656 | -0.008889 | 0.010514 | -0.068499 | -0.028336 | -0.043311 | -0.006839 | 0.083838 | -0.035714 | 0.326304 | 0.347955 | -0.498045 | -0.090496 | 0.164499 | 0.198194 | 0.624435 | 0.082841 | 0.059350 | 0.023232 | -0.046316 | 0.002915 | 0.001124 | 0.010609 | -0.049666 | -0.001280 | 0.025777 | 0.012709 | 0.013925 | -0.006713 | 0.011500 | -0.030238 | 0.009342 | -0.053793 | 0.112759 | 0.037527 | 0.049436 | 0.058542 | 0.038114 | -0.029944 | 0.342536 | 0.026317 | 0.048312 | 0.043722 | 0.096333 | 0.044775 | 0.037774 | -0.002188 | -0.030047 | -0.018421 | 0.008263 | 0.023595 | 0.023299 | 0.022924 | 0.031031 | -0.025566 | 0.012442 | 0.049805 | 0.059912 |
| 64 | -0.017521 | 0.058949 | 0.007603 | -0.026986 | 0.002791 | -0.020330 | -0.039679 | -0.037096 | 0.112512 | -0.098182 | 0.006625 | -0.054135 | -0.123334 | -0.002978 | -0.049992 | 0.461430 | 0.368197 | -0.242701 | 0.255919 | -0.007144 | 0.025127 | -0.324840 | -0.021858 | -0.079515 | 0.472894 | 1.000000 | 0.843369 | -0.109365 | 0.132945 | 0.048138 | -0.063511 | 0.039424 | -0.049238 | -0.011929 | -0.034554 | 0.093568 | 0.059487 | 0.028703 | 0.017278 | -0.060781 | 0.038610 | 0.015505 | 0.045446 | -0.009290 | 0.002764 | -0.022726 | -0.016573 | -0.014505 | 0.005239 | -0.017366 | -0.009909 | 0.131767 | 0.079043 | -0.035770 | -0.012727 | -0.047767 | -0.025108 | 0.012507 | 0.015472 | 0.008020 | 0.037293 | 0.161252 | 0.110323 | 0.101416 | 0.166007 | 0.164460 | 0.133819 | 0.100172 | 0.134146 | 0.116477 | 0.119777 | 0.023513 | 0.001535 | 0.019983 | 0.035833 | 0.027758 | -0.117645 | -0.080868 | 0.054283 | 0.029453 | 0.043359 | -0.007939 | 0.002760 | -0.016805 | 0.014699 | -0.017370 | 0.132701 | 0.085242 | -0.032118 | -0.011053 | 0.036215 | 0.143476 | 0.113949 | 0.102308 | 0.114246 | 0.129871 | 0.098882 | 0.128918 | 0.119503 | 0.115346 | 0.025072 | 0.047116 | 0.052537 | 0.002677 | 0.024031 | 0.041129 | 0.027720 | 0.018950 | 0.010324 | -0.021212 | -0.002631 | -0.043663 | 0.028828 | -0.015972 | -0.015511 | 0.008055 | -0.016801 | -0.010122 | -0.018786 | 0.138987 | 0.122192 | -0.046868 | 0.028699 | 0.128231 | 0.132627 | 0.132775 | 0.003119 | 0.021401 | 0.003969 | 0.019150 | 0.025929 | 0.030484 | 0.058035 | -0.003218 | 0.103450 | 0.088288 | -0.305001 | -0.232524 | -0.147288 | -0.017926 | 0.122156 | 0.074861 | -0.035335 | -0.011518 | -0.006678 | -0.018078 | 0.006783 | -0.018842 | 0.004262 | -0.070807 | -0.009943 | 0.042631 | 0.037571 | 0.003380 | -0.004028 | 0.010653 | 0.019329 | -0.062529 | 0.105690 | -0.010161 | 0.066786 | 0.065586 | 0.033283 | 0.027276 | 0.021127 | 0.026890 | 0.061369 | -0.009192 | 0.031018 | 0.012487 | -0.007221 | 0.037838 | 0.040465 | 0.016189 | 0.015170 | 0.007889 | 0.008431 | 0.005913 | 0.028122 | 0.032081 | 0.047657 | 0.045951 | 0.076551 |
| 65 | -0.019591 | 0.054413 | 0.014053 | -0.028134 | 0.006155 | -0.003449 | -0.045253 | 0.019487 | 0.088935 | -0.080591 | -0.028626 | -0.043783 | -0.122680 | -0.001990 | 0.028501 | 0.392191 | 0.362964 | -0.095987 | 0.326450 | 0.136966 | 0.071367 | -0.220730 | -0.030372 | -0.021915 | 0.503106 | 0.843369 | 1.000000 | -0.185977 | 0.181822 | -0.010820 | -0.040224 | -0.015012 | -0.053350 | 0.006939 | -0.042282 | 0.073608 | 0.047542 | 0.027213 | -0.003310 | -0.057478 | -0.001527 | -0.014528 | 0.022879 | -0.029410 | 0.005852 | -0.024254 | -0.014626 | -0.003345 | 0.105942 | -0.016005 | -0.007651 | 0.101459 | 0.062337 | -0.024337 | -0.022170 | -0.066428 | -0.025976 | -0.009727 | 0.115249 | 0.094561 | 0.153416 | 0.290001 | 0.257534 | 0.219431 | 0.385129 | 0.347017 | 0.443555 | 0.348587 | 0.282817 | 0.247610 | 0.262882 | 0.074988 | -0.003532 | 0.017868 | 0.034331 | 0.024833 | -0.102331 | -0.075360 | 0.017112 | 0.001287 | 0.022002 | -0.033826 | 0.005853 | -0.014273 | 0.144309 | -0.016015 | 0.103151 | 0.067595 | -0.021138 | -0.021922 | 0.149952 | 0.229688 | 0.263588 | 0.182710 | 0.253397 | 0.439085 | 0.355810 | 0.245046 | 0.243869 | 0.223428 | 0.081539 | 0.104527 | 0.142424 | 0.001344 | 0.024523 | 0.042446 | 0.024785 | -0.005788 | 0.016550 | -0.022670 | 0.007764 | -0.022523 | 0.016669 | -0.013706 | -0.019848 | 0.102110 | -0.015077 | -0.012441 | -0.022892 | 0.108539 | 0.096674 | -0.044868 | 0.026140 | 0.105452 | 0.106354 | 0.106480 | 0.013575 | 0.038516 | 0.014548 | 0.081641 | 0.114389 | 0.031777 | 0.035614 | -0.022341 | 0.319610 | 0.254408 | -0.273683 | -0.054346 | -0.023293 | 0.092476 | 0.215257 | 0.323552 | 0.031118 | -0.004694 | -0.001309 | -0.011229 | 0.007355 | -0.020613 | -0.001936 | -0.069511 | -0.015450 | 0.023317 | 0.023721 | -0.000698 | -0.003358 | 0.010858 | 0.016352 | -0.074285 | 0.099128 | -0.004363 | 0.068680 | 0.086862 | 0.083792 | 0.026481 | -0.028215 | 0.023666 | 0.041121 | 0.000539 | 0.024282 | 0.022463 | -0.000284 | 0.033024 | 0.030198 | 0.009398 | 0.025904 | 0.000609 | -0.000307 | -0.002326 | 0.022238 | 0.005661 | 0.049965 | 0.062864 | 0.054817 |
| 66 | -0.000433 | -0.020000 | 0.001573 | -0.027224 | 0.045359 | 0.037892 | 0.008773 | 0.006020 | -0.036556 | -0.011172 | 0.007543 | 0.005174 | 0.078720 | 0.005880 | 0.484200 | 0.604559 | 0.823763 | -0.268297 | 0.757790 | 0.038719 | 0.323569 | -0.002241 | 0.624359 | 0.665404 | -0.138244 | -0.109365 | -0.185977 | 1.000000 | 0.052307 | -0.202907 | 0.904461 | 0.089578 | 0.308324 | 0.081726 | -0.058147 | -0.029261 | -0.009890 | -0.018541 | -0.093804 | 0.008057 | -0.029906 | -0.026497 | -0.060686 | 0.029469 | 0.045209 | 0.032096 | 0.018261 | -0.029489 | -0.066671 | 0.017415 | 0.021201 | -0.056151 | -0.057524 | -0.017256 | -0.007344 | 0.126653 | 0.254739 | -0.083192 | 0.030050 | 0.015484 | -0.052557 | 0.037568 | 0.106998 | -0.011437 | -0.100615 | -0.014929 | -0.095941 | -0.123601 | -0.034289 | 0.019075 | 0.035019 | -0.008067 | 0.002632 | -0.009226 | 0.027832 | -0.023527 | 0.198867 | 0.016074 | -0.040737 | -0.027293 | -0.020693 | 0.032780 | 0.045203 | 0.017785 | -0.085320 | 0.017499 | -0.060889 | -0.061139 | -0.018928 | -0.010473 | -0.054811 | 0.080691 | 0.104935 | 0.040227 | 0.061285 | -0.107740 | -0.144877 | -0.010643 | 0.022204 | 0.065848 | -0.008197 | 0.060176 | 0.025509 | 0.004676 | -0.010747 | 0.029638 | -0.023397 | 0.023476 | 0.011656 | 0.034769 | 0.086969 | 0.030536 | -0.008941 | 0.018311 | -0.106414 | -0.061296 | 0.011129 | -0.004255 | -0.007464 | -0.074646 | -0.080213 | -0.003106 | 0.040231 | -0.087941 | -0.082610 | -0.082888 | -0.008282 | 0.002997 | 0.065039 | 0.054042 | 0.040505 | -0.126465 | -0.167327 | 0.079029 | 0.161480 | -0.116940 | 0.164902 | 0.077594 | 0.125030 | 0.029212 | 0.034989 | -0.161781 | -0.004500 | -0.009503 | -0.014505 | -0.003979 | -0.011185 | -0.033228 | 0.054798 | -0.020136 | 0.011606 | -0.008937 | -0.012211 | 0.005124 | 0.063597 | -0.008028 | -0.010435 | -0.020075 | -0.074490 | 0.049053 | -0.071671 | -0.030398 | -0.018379 | 0.024679 | 0.076226 | -0.024486 | 0.014981 | -0.011368 | -0.105248 | -0.013020 | -0.005683 | -0.004130 | 0.101426 | -0.026208 | 0.041060 | 0.021091 | 0.021582 | 0.016250 | 0.015829 | 0.068390 | 0.072824 | 0.022853 | -0.039026 |
| 67 | -0.023074 | 0.002643 | -0.013251 | 0.009517 | -0.002948 | 0.017830 | -0.003563 | 0.009494 | -0.021296 | 0.030139 | -0.015536 | 0.011272 | -0.012366 | -0.032013 | 0.011912 | 0.002468 | 0.005422 | 0.011852 | 0.017036 | 0.022818 | 0.000868 | 0.475908 | -0.118561 | 0.516004 | 0.601365 | 0.132945 | 0.181822 | 0.052307 | 1.000000 | -0.460199 | 0.188115 | -0.018667 | -0.158840 | 0.314406 | -0.004702 | 0.009090 | 0.017119 | -0.006007 | -0.031061 | 0.018224 | -0.026814 | -0.053198 | -0.037004 | -0.008474 | -0.002647 | 0.007519 | -0.000284 | -0.002724 | 0.026300 | -0.000938 | 0.004482 | -0.010408 | -0.007592 | -0.004542 | -0.013740 | -0.017096 | 0.017956 | 0.027974 | 0.003980 | 0.004252 | 0.006704 | 0.858782 | 0.863675 | 0.810928 | 0.550300 | 0.203464 | 0.423272 | 0.631225 | 0.902231 | 0.871673 | 0.859911 | 0.093804 | -0.018326 | -0.006250 | -0.015378 | 0.001574 | 0.046244 | 0.023661 | -0.026390 | -0.054908 | -0.051025 | -0.003877 | -0.002646 | 0.000177 | 0.035449 | -0.001014 | -0.009741 | -0.008188 | -0.007295 | -0.015974 | 0.001121 | 0.878315 | 0.873753 | 0.849197 | 0.871514 | 0.427073 | 0.540108 | 0.946637 | 0.905317 | 0.874274 | 0.109822 | 0.586248 | 0.532643 | -0.006522 | -0.007173 | -0.019369 | 0.001257 | -0.013036 | -0.000935 | 0.003862 | 0.016306 | -0.014384 | -0.002931 | 0.000155 | -0.020832 | 0.025160 | 0.001868 | -0.007662 | -0.007118 | -0.009363 | -0.008567 | -0.005511 | -0.022410 | -0.007109 | -0.005529 | -0.007236 | 0.005239 | -0.007953 | -0.026483 | -0.017184 | 0.003958 | -0.016643 | -0.006587 | 0.019316 | 0.644969 | 0.621721 | 0.044523 | 0.089701 | 0.463487 | 0.488951 | 0.921815 | 0.073566 | 0.101234 | 0.024830 | -0.030897 | 0.040242 | -0.006585 | -0.001192 | -0.016757 | -0.010979 | 0.019458 | -0.007049 | -0.006586 | -0.017193 | 0.046994 | -0.007757 | -0.015427 | -0.025499 | 0.064497 | 0.035975 | -0.005918 | -0.003890 | -0.005774 | -0.018417 | 0.330147 | 0.014727 | 0.006893 | 0.023084 | -0.000030 | 0.011748 | 0.010716 | 0.034671 | -0.021885 | -0.006042 | -0.002575 | 0.049164 | 0.041447 | 0.047711 | 0.063675 | -0.014739 | 0.009573 | 0.025468 | 0.039532 |
| 68 | 0.033390 | 0.018941 | -0.022889 | 0.017397 | -0.016026 | -0.054700 | -0.009888 | -0.037605 | 0.096364 | -0.046192 | 0.027092 | -0.061479 | 0.086796 | -0.006253 | -0.144759 | -0.138203 | -0.141069 | 0.367578 | -0.037518 | -0.011645 | 0.018562 | -0.244242 | -0.181325 | -0.403342 | -0.307380 | 0.048138 | -0.010820 | -0.202907 | -0.460199 | 1.000000 | -0.035594 | 0.096551 | -0.045284 | -0.046426 | -0.000239 | -0.028355 | -0.048979 | 0.009417 | 0.025303 | -0.042243 | 0.021648 | 0.030539 | 0.029717 | 0.047345 | -0.016160 | -0.028776 | -0.012846 | -0.025801 | -0.018791 | -0.012310 | -0.014249 | 0.028195 | -0.000091 | -0.011302 | 0.039828 | 0.061821 | 0.003600 | -0.036541 | -0.022621 | -0.067752 | 0.002746 | -0.385455 | -0.363263 | -0.360679 | -0.348658 | -0.104875 | -0.178438 | -0.286747 | -0.448277 | -0.342708 | -0.395097 | 0.048253 | 0.012951 | 0.004073 | 0.003136 | 0.004262 | -0.134068 | -0.042757 | 0.024177 | 0.033685 | 0.050215 | 0.044688 | -0.016158 | -0.012695 | -0.024637 | -0.012111 | 0.025656 | 0.004225 | -0.010126 | 0.046333 | 0.005890 | -0.360490 | -0.341493 | -0.344745 | -0.370912 | -0.177287 | -0.235881 | -0.468848 | -0.373455 | -0.383154 | 0.032642 | -0.192232 | -0.170454 | 0.012231 | 0.004189 | 0.004563 | 0.004434 | 0.039409 | -0.013213 | -0.021171 | -0.020962 | 0.032068 | -0.010258 | -0.013186 | 0.017816 | -0.014513 | -0.016868 | -0.005776 | 0.014701 | 0.034648 | 0.021347 | -0.012898 | 0.044005 | 0.028523 | 0.032022 | 0.029360 | 0.048391 | 0.059655 | 0.096284 | -0.020285 | -0.033968 | 0.009611 | -0.015483 | -0.019860 | -0.391668 | -0.280524 | -0.014932 | -0.080033 | -0.197648 | -0.223295 | -0.408746 | -0.058202 | 0.022875 | -0.013503 | 0.053160 | -0.081163 | -0.011991 | 0.057550 | -0.004654 | 0.024671 | -0.021089 | -0.017616 | -0.023973 | 0.012071 | -0.054395 | 0.006657 | -0.020866 | 0.012284 | -0.081935 | -0.024193 | 0.005512 | -0.017423 | 0.041832 | 0.010773 | -0.135250 | -0.001324 | -0.020559 | -0.068561 | -0.039881 | -0.028364 | -0.036121 | 0.002667 | 0.014709 | 0.025478 | -0.053542 | 0.001544 | 0.010512 | 0.004838 | 0.012991 | 0.047279 | -0.005903 | 0.013833 | -0.052078 |
| 70 | -0.001325 | -0.026117 | 0.002973 | -0.015267 | 0.032287 | 0.034194 | -0.012357 | 0.027683 | -0.020642 | -0.014500 | 0.000672 | -0.011045 | 0.101537 | -0.009291 | 0.464311 | 0.585861 | 0.797357 | -0.181068 | 0.772122 | 0.045609 | 0.330080 | 0.085513 | 0.560367 | 0.731399 | -0.082296 | -0.063511 | -0.040224 | 0.904461 | 0.188115 | -0.035594 | 1.000000 | 0.100363 | 0.268947 | 0.166226 | -0.068331 | -0.042949 | -0.024754 | -0.015233 | -0.103747 | 0.001517 | -0.053701 | -0.048982 | -0.054846 | 0.030811 | 0.032053 | 0.010347 | 0.012909 | -0.037571 | -0.003420 | 0.011598 | 0.017946 | -0.057794 | -0.075399 | -0.018511 | -0.008930 | 0.140774 | 0.250542 | -0.094754 | 0.034328 | -0.001067 | -0.041879 | 0.229701 | 0.275924 | 0.166255 | -0.022815 | 0.110348 | 0.126613 | 0.089703 | 0.142801 | 0.230439 | 0.222860 | 0.075019 | -0.002187 | -0.019162 | 0.018503 | -0.019789 | 0.166252 | 0.010908 | -0.061572 | -0.047937 | -0.017376 | 0.033381 | 0.032049 | 0.012383 | -0.001001 | 0.011736 | -0.062752 | -0.077135 | -0.020390 | -0.010305 | -0.048683 | 0.265034 | 0.273959 | 0.215110 | 0.239012 | 0.114458 | 0.073077 | 0.143685 | 0.223744 | 0.242543 | 0.073707 | 0.196108 | 0.160105 | 0.002856 | -0.019549 | 0.021210 | -0.019669 | 0.017151 | 0.002657 | 0.015056 | 0.100314 | 0.044082 | -0.010458 | 0.013332 | -0.121476 | -0.001108 | 0.006084 | -0.000154 | -0.006106 | -0.072081 | -0.086594 | -0.005337 | 0.044866 | -0.085503 | -0.079596 | -0.080725 | 0.001755 | 0.011210 | 0.088688 | 0.054497 | 0.041579 | -0.118881 | -0.192821 | 0.065454 | 0.328669 | 0.047323 | 0.219326 | 0.139101 | 0.257113 | 0.127522 | 0.226816 | 0.009650 | 0.064249 | -0.017574 | 0.004224 | -0.010457 | -0.008236 | -0.014495 | 0.051137 | -0.025394 | 0.002067 | -0.030258 | -0.022485 | 0.001045 | 0.064621 | -0.016417 | -0.021870 | -0.027373 | -0.081136 | 0.050881 | -0.058095 | -0.027958 | 0.020889 | 0.016899 | 0.145633 | -0.017037 | 0.013208 | -0.033231 | -0.126896 | -0.015662 | -0.025601 | 0.020069 | 0.104009 | -0.015306 | 0.030740 | 0.021756 | 0.023113 | 0.017389 | 0.014073 | 0.079040 | 0.066044 | 0.059547 | -0.052013 |
| 71 | -0.000247 | -0.018276 | 0.053692 | 0.083641 | 0.037397 | -0.098829 | -0.030585 | -0.029459 | 0.043387 | -0.067758 | 0.027316 | -0.022218 | 0.199896 | 0.024986 | 0.010402 | 0.083850 | 0.079939 | -0.032439 | 0.066666 | 0.033012 | -0.016165 | -0.144711 | 0.037973 | 0.036950 | -0.074165 | 0.039424 | -0.015012 | 0.089578 | -0.018667 | 0.096551 | 0.100363 | 1.000000 | 0.063917 | -0.032177 | -0.021769 | 0.011844 | 0.013614 | 0.013283 | -0.034624 | -0.018851 | 0.010784 | -0.008039 | -0.017426 | 0.146850 | 0.037182 | 0.098070 | -0.029568 | 0.012607 | 0.014791 | -0.031224 | -0.014344 | -0.020151 | -0.027241 | -0.008095 | 0.041955 | 0.075447 | 0.061474 | -0.076573 | 0.011797 | 0.003978 | 0.006596 | -0.013021 | -0.028025 | -0.010375 | -0.063791 | 0.058222 | 0.027014 | -0.037142 | -0.013623 | -0.116219 | -0.044966 | 0.002162 | 0.044696 | 0.027842 | 0.067506 | 0.008916 | -0.051976 | -0.025893 | 0.004246 | -0.007188 | 0.007727 | 0.143996 | 0.037183 | -0.029852 | 0.013272 | -0.031039 | -0.022856 | -0.025030 | -0.008239 | 0.038765 | 0.010599 | -0.020703 | -0.026481 | -0.014645 | -0.031670 | 0.014915 | -0.026572 | -0.014407 | -0.098599 | -0.040898 | -0.008428 | -0.054283 | -0.058492 | 0.050349 | 0.028697 | 0.065318 | 0.009064 | 0.089587 | 0.042840 | 0.107121 | 0.106211 | 0.020543 | 0.007676 | -0.028561 | 0.023670 | 0.026741 | -0.027372 | -0.017988 | 0.007888 | -0.016175 | -0.021109 | 0.006453 | 0.035456 | -0.017062 | -0.013915 | -0.011999 | 0.083423 | 0.132329 | 0.125694 | 0.039301 | 0.010528 | -0.028309 | -0.020434 | 0.048486 | -0.009761 | -0.001453 | 0.010799 | 0.051743 | 0.095394 | -0.361232 | -0.093707 | 0.002393 | -0.490215 | -0.008445 | 0.089972 | -0.050822 | 0.000812 | -0.037842 | 0.096241 | 0.000910 | 0.023133 | -0.039816 | -0.017795 | 0.043826 | 0.052648 | 0.028627 | 0.028286 | -0.020503 | -0.108340 | 0.013317 | -0.042636 | 0.054947 | 0.023863 | 0.065276 | -0.032929 | 0.005536 | 0.044974 | -0.088584 | -0.163120 | -0.074789 | -0.150207 | 0.038759 | 0.046400 | 0.020337 | -0.000560 | -0.047903 | -0.047373 | -0.047310 | -0.039950 | 0.084174 | -0.000381 | 0.040782 | -0.002040 |
| 72 | -0.003495 | -0.012443 | 0.008350 | -0.002320 | 0.004717 | 0.009504 | -0.021080 | 0.007532 | -0.014032 | -0.023307 | -0.006201 | -0.006426 | 0.057796 | -0.045716 | 0.105019 | 0.245773 | 0.285998 | -0.077259 | 0.258487 | 0.004441 | 0.128248 | -0.104373 | 0.211912 | 0.172162 | -0.151485 | -0.049238 | -0.053350 | 0.308324 | -0.158840 | -0.045284 | 0.268947 | 0.063917 | 1.000000 | -0.836166 | 0.009470 | -0.011794 | -0.036058 | -0.005540 | -0.004867 | -0.026274 | 0.010469 | 0.036097 | -0.050097 | 0.035917 | 0.004632 | 0.032132 | -0.001209 | 0.000942 | -0.012542 | -0.000668 | -0.000830 | -0.028595 | -0.029918 | 0.005586 | -0.001104 | 0.068155 | 0.093459 | -0.105885 | 0.000865 | -0.024691 | 0.019261 | -0.108976 | -0.100367 | -0.118456 | -0.102635 | 0.020233 | -0.068171 | -0.136655 | -0.179639 | -0.154168 | -0.131945 | -0.066236 | 0.005683 | -0.029366 | -0.014372 | -0.005376 | 0.110703 | -0.024329 | 0.007138 | 0.037390 | -0.025706 | 0.039614 | 0.004632 | -0.002118 | -0.019441 | -0.000515 | -0.029140 | -0.030728 | 0.005325 | -0.002478 | 0.018076 | -0.117133 | -0.107375 | -0.126860 | -0.134277 | -0.082448 | -0.129677 | -0.183598 | -0.161590 | -0.128455 | -0.080037 | -0.648162 | -0.690427 | 0.002271 | -0.022838 | -0.012571 | -0.005335 | 0.029969 | -0.012577 | 0.029580 | 0.032003 | 0.021777 | 0.001038 | -0.001394 | -0.030783 | -0.011010 | -0.009410 | 0.032089 | 0.019466 | -0.033985 | -0.036968 | 0.007266 | 0.037337 | -0.037537 | -0.036266 | -0.035614 | 0.007113 | 0.006522 | 0.061297 | 0.040362 | 0.003333 | 0.022586 | -0.082685 | 0.034176 | 0.002414 | -0.116452 | 0.010241 | 0.060585 | -0.004313 | -0.106494 | -0.146223 | -0.051166 | -0.086596 | -0.015759 | -0.012460 | -0.074045 | 0.019429 | -0.045127 | 0.046552 | -0.042627 | -0.000981 | -0.020809 | -0.003971 | 0.004298 | 0.047276 | -0.027539 | 0.013933 | 0.032638 | -0.029342 | 0.006868 | -0.079278 | -0.031229 | 0.012761 | -0.008664 | -0.032785 | -0.007425 | 0.009633 | -0.061840 | -0.093288 | -0.003458 | -0.029486 | -0.029320 | 0.012855 | 0.022521 | 0.491605 | -0.095208 | -0.096756 | -0.131314 | -0.081573 | 0.032663 | 0.004822 | 0.003765 | 0.006368 |
| 73 | 0.008029 | -0.001506 | -0.003914 | 0.009338 | -0.002216 | -0.003609 | 0.012966 | -0.001884 | -0.008551 | 0.038281 | -0.001316 | -0.004177 | -0.001064 | 0.013473 | 0.054849 | 0.003708 | 0.027790 | -0.023410 | 0.030676 | -0.003372 | -0.012185 | 0.209048 | -0.017719 | 0.218184 | 0.159073 | -0.011929 | 0.006939 | 0.081726 | 0.314406 | -0.046426 | 0.166226 | -0.032177 | -0.836166 | 1.000000 | -0.041857 | -0.019650 | 0.019446 | -0.008114 | -0.028547 | 0.033957 | -0.032520 | -0.064716 | 0.032769 | -0.020849 | -0.002341 | -0.031182 | 0.002232 | -0.037657 | 0.023865 | 0.000568 | 0.006776 | -0.021455 | -0.017077 | -0.028449 | 0.010387 | -0.028237 | 0.001787 | 0.075979 | 0.006211 | 0.016386 | -0.040513 | 0.282297 | 0.294067 | 0.267204 | 0.134320 | 0.029426 | 0.148381 | 0.230348 | 0.301408 | 0.328138 | 0.314853 | 0.106922 | -0.007030 | 0.004452 | -0.005722 | -0.007868 | -0.035730 | 0.045462 | -0.039740 | -0.068706 | 0.011421 | -0.022806 | -0.002341 | 0.002636 | 0.031669 | 0.000457 | -0.022890 | -0.017665 | -0.028225 | 0.010194 | -0.045405 | 0.318970 | 0.302504 | 0.310829 | 0.320255 | 0.159851 | 0.214666 | 0.306255 | 0.332633 | 0.327783 | 0.124389 | 0.826890 | 0.843282 | -0.001097 | -0.005636 | -0.011320 | -0.007961 | -0.026726 | -0.000354 | -0.027307 | -0.002059 | 0.007127 | -0.012028 | 0.002889 | -0.030977 | 0.022648 | 0.007887 | -0.011644 | -0.015647 | -0.020557 | -0.021013 | -0.024637 | -0.028659 | -0.020926 | -0.020926 | -0.021457 | -0.006062 | -0.003693 | -0.025871 | -0.025389 | 0.008098 | -0.051501 | -0.029035 | 0.002429 | 0.187957 | 0.188040 | 0.109593 | 0.011225 | 0.162740 | 0.180487 | 0.321769 | 0.062260 | 0.123881 | 0.017323 | 0.001505 | 0.071334 | -0.039152 | 0.058191 | -0.026661 | 0.046873 | 0.004458 | 0.004965 | -0.016310 | -0.004172 | -0.011455 | 0.005391 | -0.021484 | -0.025772 | -0.004625 | 0.014414 | 0.049264 | 0.010971 | -0.010481 | -0.010426 | 0.145970 | -0.002323 | -0.003989 | 0.060142 | 0.035053 | -0.000800 | 0.021236 | 0.042744 | 0.020250 | -0.010647 | -0.505227 | 0.106508 | 0.108690 | 0.143273 | 0.092446 | -0.023746 | -0.003146 | -0.001901 | -0.016896 |
| 88 | -0.029554 | -0.007194 | 0.000507 | -0.016283 | -0.006984 | 0.042190 | 0.037838 | 0.036382 | -0.023405 | 0.021504 | -0.005920 | 0.031544 | -0.043771 | 0.029112 | -0.021756 | -0.070870 | -0.080533 | 0.005222 | -0.077313 | -0.022733 | -0.031035 | 0.054567 | -0.038725 | -0.048381 | -0.006318 | -0.034554 | -0.042282 | -0.058147 | -0.004702 | -0.000239 | -0.068331 | -0.021769 | 0.009470 | -0.041857 | 1.000000 | 0.035619 | 0.116503 | 0.010875 | 0.030221 | -0.024878 | -0.032324 | -0.018092 | 0.031087 | 0.001271 | -0.006947 | 0.007669 | 0.041787 | 0.043901 | 0.004029 | 0.039322 | 0.047415 | -0.013561 | 0.006933 | -0.034290 | -0.021421 | -0.015744 | -0.036206 | 0.018332 | 0.017526 | -0.009265 | -0.012568 | -0.002333 | 0.002487 | -0.008624 | 0.005171 | -0.010137 | 0.000525 | 0.008524 | -0.001760 | -0.011461 | 0.001063 | -0.027687 | -0.063731 | 0.079688 | 0.084469 | 0.014709 | -0.039994 | -0.031020 | -0.023304 | -0.009992 | 0.021613 | -0.001514 | -0.006956 | 0.041768 | 0.003645 | 0.039330 | -0.014305 | 0.004987 | -0.034106 | -0.018923 | -0.010036 | -0.000159 | 0.000998 | -0.006125 | -0.003839 | 0.002293 | 0.009558 | -0.001892 | -0.006322 | 0.002363 | -0.034796 | -0.014749 | -0.017570 | -0.037648 | 0.086830 | 0.094324 | 0.014787 | 0.002111 | 0.009384 | 0.000380 | -0.006193 | -0.033028 | 0.031377 | 0.042678 | 0.055407 | 0.000124 | 0.044817 | -0.016508 | 0.014120 | -0.004425 | 0.007202 | -0.007383 | -0.013712 | 0.011304 | 0.008485 | 0.004095 | 0.030547 | 0.017379 | -0.022140 | 0.029215 | 0.020518 | 0.025569 | -0.022272 | -0.020493 | -0.022372 | -0.005217 | 0.001410 | 0.002674 | 0.022101 | -0.022936 | -0.010950 | 0.000951 | -0.020734 | -0.010153 | 0.045717 | -0.033143 | -0.026888 | -0.003374 | -0.018378 | -0.054303 | -0.063704 | 0.020538 | -0.013591 | -0.129776 | 0.003519 | 0.075140 | -0.042354 | -0.012337 | 0.003965 | -0.026275 | 0.003158 | 0.023494 | -0.021524 | 0.069434 | 0.013958 | 0.017311 | 0.008888 | 0.010168 | 0.010688 | 0.002505 | 0.009915 | 0.050513 | -0.026223 | -0.040784 | -0.022459 | -0.026952 | -0.026170 | -0.024665 | -0.021203 | 0.021523 | -0.009127 | 0.035732 | 0.026865 |
| 90 | 0.012107 | 0.019660 | 0.040394 | -0.007633 | -0.013718 | -0.004335 | 0.006241 | 0.019760 | -0.005159 | -0.002485 | -0.034757 | 0.035845 | 0.059775 | 0.051416 | 0.001768 | 0.017179 | 0.006580 | -0.015828 | 0.008591 | 0.016294 | 0.010800 | -0.089473 | -0.004379 | -0.030269 | 0.055731 | 0.093568 | 0.073608 | -0.029261 | 0.009090 | -0.028355 | -0.042949 | 0.011844 | -0.011794 | -0.019650 | 0.035619 | 1.000000 | 0.680319 | -0.016527 | -0.015969 | -0.021527 | -0.023186 | -0.002014 | 0.004531 | 0.051906 | -0.013722 | 0.018312 | -0.009009 | 0.045718 | -0.013747 | -0.012945 | 0.002526 | -0.029353 | -0.024062 | -0.039718 | 0.028149 | 0.010414 | 0.015947 | -0.051497 | 0.064002 | 0.019477 | 0.012974 | 0.003435 | -0.003461 | -0.018339 | 0.001462 | -0.021753 | -0.012140 | -0.040331 | -0.003715 | -0.013836 | -0.018814 | -0.073062 | 0.050703 | -0.018081 | -0.015243 | -0.014364 | -0.026982 | -0.052036 | -0.017699 | 0.002402 | 0.024713 | 0.052504 | -0.013725 | -0.008745 | -0.016805 | -0.012955 | -0.029598 | -0.024199 | -0.040027 | 0.032915 | 0.001899 | 0.001516 | -0.004201 | -0.014881 | -0.000573 | -0.011779 | -0.041316 | -0.000343 | -0.014655 | -0.020833 | -0.070813 | -0.034613 | -0.034199 | 0.047971 | -0.048432 | -0.038999 | -0.014511 | 0.058535 | -0.005563 | 0.017257 | 0.020419 | 0.047088 | 0.038045 | -0.007690 | 0.074591 | -0.015787 | -0.012658 | -0.011928 | -0.008075 | -0.026242 | -0.024733 | -0.043888 | -0.045118 | -0.024018 | -0.021977 | -0.023696 | 0.036783 | 0.048381 | 0.006739 | 0.039580 | 0.065032 | 0.017446 | 0.037425 | 0.001785 | -0.004067 | -0.026899 | -0.072280 | -0.069014 | -0.029299 | -0.040368 | -0.006106 | -0.017678 | -0.074925 | 0.005625 | 0.003337 | 0.016586 | 0.029070 | 0.020304 | 0.028948 | 0.006993 | 0.001620 | -0.001360 | 0.031863 | 0.045952 | -0.012626 | -0.124758 | 0.007197 | -0.034984 | 0.032002 | 0.009205 | 0.005076 | 0.038446 | 0.040272 | -0.108740 | 0.005405 | -0.011804 | 0.050188 | -0.008864 | -0.039387 | -0.057499 | -0.012488 | -0.039176 | 0.020754 | -0.026185 | -0.008428 | 0.031378 | 0.034563 | 0.031420 | 0.023878 | 0.040042 | 0.005146 | 0.034887 | -0.053476 |
| 115 | 0.023283 | 0.029167 | 0.039054 | -0.002689 | 0.012677 | -0.024270 | -0.020492 | 0.028784 | -0.004830 | -0.026019 | -0.040329 | 0.008468 | 0.020012 | 0.037168 | 0.000518 | 0.020095 | 0.008394 | -0.020302 | 0.007995 | 0.009735 | 0.006610 | -0.042449 | -0.000322 | -0.002969 | 0.043484 | 0.059487 | 0.047542 | -0.009890 | 0.017119 | -0.048979 | -0.024754 | 0.013614 | -0.036058 | 0.019446 | 0.116503 | 0.680319 | 1.000000 | -0.005960 | -0.037755 | 0.004547 | 0.028029 | 0.020352 | -0.010271 | 0.052318 | 0.012580 | 0.042560 | 0.007212 | 0.052523 | 0.014209 | 0.001870 | 0.020935 | -0.022807 | -0.017968 | -0.009168 | 0.075736 | -0.016934 | 0.010931 | -0.057315 | 0.059529 | -0.005457 | 0.002574 | 0.013910 | 0.009917 | -0.005187 | -0.002133 | -0.014960 | 0.001183 | -0.023940 | 0.009366 | 0.010753 | -0.005195 | -0.052285 | -0.024287 | -0.007950 | 0.020353 | -0.003153 | 0.019946 | -0.024971 | 0.030935 | 0.020913 | 0.018805 | 0.053770 | 0.012578 | 0.006697 | 0.010273 | 0.001814 | -0.023528 | -0.017503 | -0.009998 | 0.082601 | -0.009998 | 0.013012 | 0.007144 | -0.003296 | 0.007563 | 0.000549 | -0.028648 | 0.011798 | 0.009570 | -0.011000 | -0.044506 | 0.004091 | 0.006722 | -0.014255 | -0.024070 | 0.006647 | -0.003359 | 0.055579 | 0.015297 | 0.043117 | 0.060193 | 0.035959 | 0.028296 | 0.009153 | 0.080408 | 0.012185 | -0.003334 | 0.028687 | -0.007623 | -0.019901 | -0.016605 | -0.040583 | -0.049032 | -0.021327 | -0.016868 | -0.011915 | 0.046210 | 0.075119 | 0.014325 | 0.000772 | 0.060924 | 0.003525 | 0.013269 | 0.018020 | 0.014200 | -0.013517 | -0.052005 | -0.046051 | -0.003796 | -0.012584 | 0.014260 | -0.008453 | -0.057016 | -0.029206 | 0.044548 | -0.014330 | -0.011558 | 0.025059 | 0.029800 | 0.001139 | -0.010431 | 0.003343 | 0.060111 | -0.034123 | 0.011480 | -0.080277 | 0.025306 | 0.002560 | -0.002057 | 0.015672 | 0.006705 | -0.012841 | 0.020500 | -0.123783 | 0.010731 | -0.001246 | 0.050166 | 0.014108 | -0.078366 | -0.038081 | -0.010497 | -0.001764 | 0.011629 | -0.059301 | -0.019066 | 0.030013 | 0.027323 | 0.030523 | 0.041202 | 0.113359 | 0.010785 | 0.063218 | -0.043654 |
| 117 | -0.000732 | -0.009297 | 0.021111 | 0.037765 | -0.004841 | -0.035948 | 0.022255 | -0.016883 | 0.006299 | -0.008688 | 0.007194 | 0.002549 | 0.029885 | 0.004932 | -0.016985 | 0.008074 | -0.000281 | -0.001474 | -0.005691 | 0.018897 | -0.018191 | -0.031195 | -0.010435 | -0.014184 | 0.003264 | 0.028703 | 0.027213 | -0.018541 | -0.006007 | 0.009417 | -0.015233 | 0.013283 | -0.005540 | -0.008114 | 0.010875 | -0.016527 | -0.005960 | 1.000000 | 0.003694 | 0.001124 | -0.000307 | -0.025303 | -0.003066 | -0.007811 | -0.005196 | -0.002541 | -0.001214 | -0.015123 | 0.001873 | 0.002459 | -0.010084 | -0.013646 | -0.010650 | -0.020337 | 0.025776 | 0.013009 | -0.012190 | -0.007466 | -0.007381 | 0.004309 | -0.019995 | -0.010520 | -0.001336 | -0.009712 | -0.011100 | -0.016214 | -0.006045 | -0.009329 | -0.004968 | -0.011267 | -0.013688 | -0.023560 | 0.004167 | 0.022928 | 0.026008 | 0.986193 | -0.005676 | -0.002056 | 0.000491 | -0.026835 | 0.002419 | -0.005007 | -0.005200 | 0.000414 | 0.002596 | 0.002450 | -0.010404 | -0.010498 | -0.019564 | 0.028036 | -0.016857 | -0.010101 | -0.001601 | -0.009357 | -0.006506 | -0.002895 | -0.005451 | -0.005193 | -0.009527 | -0.011758 | -0.025672 | -0.005966 | -0.006623 | -0.000094 | 0.034550 | 0.033001 | 0.986234 | -0.022169 | -0.002072 | 0.001885 | -0.017892 | -0.036974 | 0.042623 | -0.002700 | -0.010856 | 0.003489 | 0.000292 | -0.004872 | 0.009915 | -0.009951 | -0.008797 | -0.010378 | -0.023232 | -0.008509 | -0.006467 | -0.006020 | 0.013374 | 0.022995 | 0.023719 | -0.017607 | -0.007784 | -0.036069 | -0.008906 | -0.016040 | -0.015331 | -0.008422 | -0.027771 | -0.025345 | -0.022241 | -0.013571 | -0.010613 | 0.000516 | -0.025834 | -0.001997 | 0.001989 | -0.012416 | 0.005017 | -0.016608 | -0.014389 | 0.056503 | -0.010823 | -0.000394 | 0.001017 | 0.003589 | -0.017154 | 0.024832 | -0.018355 | -0.020684 | 0.008524 | -0.018977 | -0.019699 | -0.004070 | -0.008197 | 0.027453 | 0.201033 | 0.978643 | -0.005822 | 0.020570 | -0.005068 | 0.003910 | -0.029861 | 0.068841 | 0.004901 | -0.016949 | -0.003324 | -0.002197 | -0.002848 | -0.002175 | -0.006304 | -0.014041 | -0.008152 | -0.012075 | -0.016720 |
| 133 | -0.007950 | -0.034737 | -0.015685 | 0.000703 | -0.047460 | -0.014152 | -0.007097 | -0.017014 | -0.024727 | 0.069178 | -0.021529 | 0.019667 | -0.078068 | -0.040153 | -0.046492 | -0.066859 | -0.090454 | 0.015792 | -0.085980 | -0.025135 | -0.032532 | 0.024350 | -0.042330 | -0.097142 | -0.003824 | 0.017278 | -0.003310 | -0.093804 | -0.031061 | 0.025303 | -0.103747 | -0.034624 | -0.004867 | -0.028547 | 0.030221 | -0.015969 | -0.037755 | 0.003694 | 1.000000 | 0.024630 | -0.009338 | 0.013819 | 0.039514 | -0.055489 | -0.047422 | -0.071371 | -0.010975 | -0.051479 | -0.021337 | -0.008789 | -0.014179 | -0.035489 | 0.001031 | 0.060953 | -0.003766 | -0.051923 | -0.096105 | 0.089795 | 0.024408 | 0.067818 | 0.004184 | -0.060933 | -0.056662 | -0.060075 | 0.021451 | -0.077147 | -0.064348 | -0.013811 | -0.044588 | -0.053888 | -0.022598 | 0.048844 | -0.019311 | 0.050203 | 0.001150 | 0.011784 | -0.028014 | 0.011340 | -0.009439 | 0.004579 | 0.007150 | -0.058587 | -0.047423 | -0.013705 | -0.024791 | -0.008904 | -0.035404 | 0.001527 | 0.062089 | 0.006914 | 0.002823 | -0.058676 | -0.051546 | -0.061106 | -0.038794 | -0.057931 | -0.017869 | -0.040536 | -0.055201 | -0.019843 | 0.043693 | -0.047188 | -0.042319 | -0.028426 | 0.051080 | -0.000874 | 0.012061 | -0.054432 | -0.060796 | -0.070831 | -0.079318 | -0.035784 | -0.005859 | -0.011064 | 0.021505 | -0.022344 | 0.008443 | -0.049701 | -0.006182 | -0.034298 | -0.017982 | 0.030135 | -0.008713 | -0.016993 | -0.022536 | -0.023226 | -0.047554 | -0.034680 | -0.041939 | 0.034630 | 0.021426 | 0.052888 | -0.003445 | -0.057384 | -0.063936 | -0.057870 | 0.014164 | -0.083243 | -0.072614 | -0.005998 | -0.050376 | -0.033381 | 0.047757 | 0.031094 | 0.003443 | -0.006152 | -0.031909 | -0.013800 | -0.017646 | 0.023985 | 0.048779 | 0.007164 | 0.017792 | -0.020493 | -0.036041 | 0.049671 | 0.002640 | 0.029658 | 0.015902 | 0.005693 | 0.009929 | -0.023432 | -0.010439 | 0.006944 | -0.017072 | 0.010922 | -0.003977 | -0.003130 | 0.020604 | -0.041821 | 0.049517 | 0.061629 | -0.053402 | 0.016041 | 0.009173 | -0.028794 | -0.030163 | -0.028045 | -0.017026 | -0.086257 | -0.032886 | -0.080567 | 0.067789 |
| 135 | -0.070572 | 0.051456 | -0.010705 | 0.051198 | -0.020532 | -0.034496 | 0.022016 | 0.001615 | -0.071701 | 0.032525 | 0.002384 | 0.039736 | -0.001948 | 0.013172 | 0.011877 | -0.033461 | -0.025048 | 0.024706 | -0.008887 | 0.030166 | 0.004053 | -0.031325 | 0.021248 | 0.007785 | -0.015567 | -0.060781 | -0.057478 | 0.008057 | 0.018224 | -0.042243 | 0.001517 | -0.018851 | -0.026274 | 0.033957 | -0.024878 | -0.021527 | 0.004547 | 0.001124 | 0.024630 | 1.000000 | -0.105546 | -0.087293 | -0.034804 | 0.060644 | -0.020741 | -0.008310 | 0.036622 | -0.013657 | -0.006195 | 0.034795 | 0.041064 | -0.030444 | -0.047650 | 0.008220 | -0.010876 | -0.031237 | -0.000163 | 0.008681 | -0.005650 | 0.000836 | -0.004276 | 0.001152 | -0.008324 | 0.007768 | 0.006088 | -0.007081 | -0.011609 | -0.008944 | 0.025630 | 0.001028 | 0.000563 | 0.026435 | -0.006027 | -0.015666 | -0.024752 | 0.002805 | 0.061289 | 0.946474 | -0.112452 | -0.096606 | -0.040445 | 0.064865 | -0.020734 | 0.035712 | -0.009083 | 0.034800 | -0.032805 | -0.048421 | 0.005104 | -0.016006 | -0.008130 | 0.000952 | -0.009626 | 0.005293 | 0.001692 | -0.013104 | -0.011632 | 0.031069 | 0.010147 | -0.001704 | 0.035819 | 0.033711 | 0.031997 | -0.002532 | -0.017292 | -0.028022 | 0.002928 | 0.034735 | -0.011769 | -0.004202 | 0.029241 | -0.022022 | -0.001383 | 0.037396 | -0.028546 | -0.008104 | 0.040476 | -0.019796 | 0.010565 | -0.033827 | -0.043247 | 0.010286 | -0.041473 | -0.037164 | -0.037528 | -0.037299 | -0.023843 | -0.017174 | -0.014965 | -0.014980 | -0.007498 | -0.026672 | -0.003845 | 0.029495 | 0.026661 | 0.009649 | 0.033368 | 0.023071 | 0.028063 | 0.056193 | 0.007149 | -0.015834 | 0.037691 | 0.008575 | -0.025437 | 0.022754 | -0.059286 | -0.017770 | -0.004008 | -0.002770 | -0.019782 | -0.023069 | -0.014102 | -0.004653 | 0.084095 | -0.012197 | 0.018569 | 0.009084 | -0.039737 | -0.018701 | -0.000860 | -0.027652 | 0.007543 | -0.024147 | -0.007507 | 0.001564 | 0.003339 | -0.008813 | 0.124640 | -0.024513 | -0.029258 | -0.025966 | -0.016092 | -0.032152 | 0.022725 | -0.000157 | -0.004121 | -0.002838 | 0.003526 | -0.005461 | 0.002639 | -0.015311 | -0.027404 |
| 136 | 0.157770 | -0.031967 | 0.051600 | 0.021363 | 0.010716 | -0.025010 | -0.054659 | 0.023437 | 0.054571 | -0.054530 | -0.030234 | 0.012356 | -0.029768 | -0.047593 | -0.072917 | 0.017575 | -0.024459 | -0.037710 | -0.056371 | -0.036968 | -0.027804 | 0.013222 | -0.064994 | -0.024057 | -0.019322 | 0.038610 | -0.001527 | -0.029906 | -0.026814 | 0.021648 | -0.053701 | 0.010784 | 0.010469 | -0.032520 | -0.032324 | -0.023186 | 0.028029 | -0.000307 | -0.009338 | -0.105546 | 1.000000 | 0.664614 | -0.014295 | 0.043355 | 0.011020 | 0.062331 | -0.020231 | -0.011447 | -0.000723 | -0.018543 | -0.023110 | 0.064721 | 0.019617 | -0.035884 | -0.019111 | -0.032498 | -0.028927 | -0.010127 | -0.008387 | -0.011366 | -0.021623 | -0.037719 | -0.051667 | -0.029992 | -0.030475 | -0.020284 | -0.048229 | -0.042860 | -0.041854 | -0.037988 | -0.041193 | -0.006436 | -0.022450 | -0.003239 | 0.005800 | -0.007235 | -0.014900 | -0.099904 | 0.971265 | 0.671524 | -0.009049 | 0.046635 | 0.011021 | -0.020230 | -0.004189 | -0.018540 | 0.066318 | 0.021735 | -0.038318 | -0.022033 | -0.011390 | -0.032671 | -0.045388 | -0.028051 | -0.039141 | -0.049122 | -0.042803 | -0.036367 | -0.037586 | -0.032954 | -0.009219 | -0.047923 | -0.050261 | -0.033667 | -0.001601 | 0.007407 | -0.007255 | 0.031969 | 0.010920 | 0.059737 | 0.003538 | 0.022062 | 0.012661 | -0.020487 | 0.024279 | 0.002032 | -0.019471 | -0.007299 | 0.016206 | 0.063286 | 0.047279 | -0.008943 | 0.003467 | 0.056662 | 0.053190 | 0.059990 | -0.013678 | 0.002023 | 0.009227 | -0.008963 | -0.005709 | 0.016918 | 0.027800 | 0.020455 | -0.058312 | -0.028235 | 0.010979 | -0.022240 | -0.025838 | -0.028129 | -0.035362 | -0.044172 | -0.021389 | 0.029578 | -0.021853 | -0.015578 | 0.018883 | -0.019532 | -0.001703 | -0.028553 | 0.009202 | -0.017622 | -0.036372 | -0.020080 | -0.019389 | -0.002225 | -0.033258 | -0.001607 | 0.013121 | 0.020677 | 0.028168 | 0.001545 | 0.003561 | -0.001230 | -0.013672 | -0.007865 | 0.066970 | 0.016861 | -0.024062 | 0.039482 | 0.137958 | -0.048928 | 0.023595 | 0.051514 | -0.009167 | -0.021809 | -0.017252 | -0.020085 | 0.006406 | 0.023882 | 0.006032 | 0.010788 | 0.011298 |
| 137 | 0.160297 | -0.113532 | 0.047842 | -0.006539 | 0.004287 | 0.006138 | -0.005752 | 0.034874 | 0.032744 | -0.019726 | -0.061007 | 0.025564 | -0.054669 | -0.045268 | -0.044625 | 0.001527 | -0.023469 | -0.024103 | -0.043416 | -0.020828 | -0.006841 | 0.050251 | -0.047118 | -0.035698 | -0.018014 | 0.015505 | -0.014528 | -0.026497 | -0.053198 | 0.030539 | -0.048982 | -0.008039 | 0.036097 | -0.064716 | -0.018092 | -0.002014 | 0.020352 | -0.025303 | 0.013819 | -0.087293 | 0.664614 | 1.000000 | 0.024330 | 0.036540 | 0.004754 | 0.045485 | -0.016887 | 0.036036 | 0.027193 | -0.018603 | -0.011441 | 0.036726 | 0.013561 | -0.030447 | -0.011209 | -0.008128 | -0.031370 | -0.037031 | -0.026432 | -0.025014 | -0.024527 | -0.065526 | -0.068915 | -0.057690 | -0.051839 | -0.032443 | -0.060680 | -0.070397 | -0.065745 | -0.047493 | -0.060874 | -0.011354 | -0.005763 | 0.033382 | 0.013183 | -0.027474 | -0.028696 | -0.092968 | 0.688515 | 0.976838 | 0.026787 | 0.039984 | 0.004745 | -0.017614 | 0.019343 | -0.018555 | 0.036740 | 0.014269 | -0.032362 | -0.012625 | -0.018869 | -0.052879 | -0.064293 | -0.048720 | -0.061748 | -0.059718 | -0.066113 | -0.062649 | -0.050294 | -0.055676 | -0.008962 | -0.077930 | -0.081893 | -0.017543 | 0.032144 | 0.011166 | -0.027385 | 0.043380 | -0.000469 | 0.039423 | -0.016229 | 0.022938 | 0.016757 | -0.016244 | 0.078534 | 0.027421 | -0.018861 | 0.026547 | 0.060669 | 0.040661 | 0.035232 | -0.002184 | -0.012238 | 0.043361 | 0.043110 | 0.043510 | 0.011931 | 0.015407 | 0.006056 | -0.015502 | -0.024918 | -0.005094 | 0.024241 | -0.024869 | -0.075322 | -0.058049 | 0.004968 | -0.018814 | -0.039480 | -0.012210 | -0.048473 | -0.043989 | -0.005234 | 0.046685 | -0.039272 | -0.018800 | 0.063231 | -0.028035 | 0.018143 | -0.019654 | -0.029269 | -0.001812 | -0.024901 | -0.005074 | 0.001100 | 0.030718 | -0.047762 | -0.003953 | 0.034583 | 0.005695 | 0.052030 | -0.036006 | -0.011708 | 0.007682 | -0.000551 | -0.027793 | 0.035180 | -0.003569 | -0.052894 | 0.018441 | 0.166922 | -0.079654 | 0.003075 | 0.048642 | 0.014939 | -0.036139 | -0.035806 | -0.036356 | 0.000589 | -0.007996 | -0.011129 | -0.016306 | 0.029721 |
| 138 | -0.021708 | -0.030106 | 0.272222 | -0.206134 | 0.193495 | 0.192320 | -0.007246 | -0.022190 | 0.031678 | -0.018266 | 0.005422 | 0.008938 | -0.142356 | -0.024112 | -0.030050 | -0.004549 | -0.039765 | -0.029422 | -0.041205 | -0.012984 | -0.046282 | 0.082232 | -0.032230 | -0.052711 | -0.003462 | 0.045446 | 0.022879 | -0.060686 | -0.037004 | 0.029717 | -0.054846 | -0.017426 | -0.050097 | 0.032769 | 0.031087 | 0.004531 | -0.010271 | -0.003066 | 0.039514 | -0.034804 | -0.014295 | 0.024330 | 1.000000 | 0.016772 | 0.194624 | 0.063010 | -0.024656 | 0.014824 | 0.006185 | -0.024257 | -0.022972 | 0.070490 | 0.041943 | 0.008229 | -0.081700 | -0.114071 | -0.018371 | 0.038244 | 0.002373 | -0.000963 | -0.003910 | -0.044704 | -0.050787 | -0.044735 | -0.038139 | -0.049829 | -0.033775 | -0.035177 | -0.034697 | -0.026391 | -0.042245 | -0.025762 | -0.018885 | 0.031669 | 0.024735 | -0.002223 | -0.063277 | -0.035713 | 0.006634 | 0.029595 | 0.919172 | 0.006502 | 0.194576 | -0.025329 | 0.004722 | -0.024294 | 0.070532 | 0.044527 | 0.015115 | -0.079165 | 0.001306 | -0.042200 | -0.045861 | -0.042533 | -0.039561 | -0.027492 | -0.026807 | -0.036886 | -0.030644 | -0.040892 | -0.019464 | 0.000942 | 0.007861 | -0.029160 | 0.042201 | 0.031268 | -0.001804 | 0.150219 | 0.229771 | 0.040236 | -0.062081 | -0.038627 | -0.051490 | -0.024398 | 0.059730 | 0.009707 | -0.016323 | 0.021181 | 0.002420 | 0.065311 | 0.053158 | 0.031468 | -0.033057 | 0.052243 | 0.049589 | 0.054868 | -0.042320 | -0.046319 | -0.036355 | -0.002741 | 0.003908 | 0.014730 | 0.035157 | -0.069775 | -0.039350 | -0.040446 | -0.021916 | -0.070947 | -0.076034 | -0.028207 | -0.031447 | -0.000608 | -0.007428 | -0.035751 | -0.024656 | 0.046278 | -0.007842 | -0.011321 | -0.025881 | 0.018473 | -0.025236 | 0.088066 | -0.001970 | -0.021180 | 0.018749 | 0.031243 | 0.020568 | -0.002698 | 0.062089 | -0.007820 | 0.040273 | -0.012494 | 0.000278 | 0.025311 | -0.029618 | -0.001976 | 0.029303 | 0.049726 | 0.107779 | 0.029137 | 0.036995 | 0.028924 | -0.032734 | 0.001128 | -0.024288 | 0.007204 | 0.009169 | 0.009627 | -0.034490 | -0.007293 | -0.025242 | -0.007951 | 0.047551 |
| 139 | 0.001720 | 0.009966 | 0.021581 | 0.299731 | 0.006466 | -0.418355 | -0.045257 | -0.018498 | 0.104564 | -0.095056 | -0.022332 | -0.046375 | 0.176189 | 0.007260 | -0.030294 | 0.015462 | 0.012342 | 0.011674 | -0.001699 | -0.000109 | 0.038818 | -0.065222 | -0.008882 | 0.016507 | -0.049080 | -0.009290 | -0.029410 | 0.029469 | -0.008474 | 0.047345 | 0.030811 | 0.146850 | 0.035917 | -0.020849 | 0.001271 | 0.051906 | 0.052318 | -0.007811 | -0.055489 | 0.060644 | 0.043355 | 0.036540 | 0.016772 | 1.000000 | 0.006944 | 0.307769 | 0.009371 | 0.003720 | 0.010711 | -0.005172 | 0.047284 | 0.010225 | -0.032313 | 0.007815 | 0.077301 | 0.049702 | 0.075781 | -0.118158 | -0.017943 | -0.029245 | -0.023915 | 0.035687 | 0.005730 | 0.039771 | -0.022007 | 0.097250 | 0.072341 | -0.008575 | 0.007643 | -0.037290 | -0.008806 | -0.132949 | -0.001163 | 0.009288 | 0.004525 | -0.008549 | -0.033922 | 0.033616 | 0.042780 | 0.039599 | 0.051430 | 0.985728 | 0.006932 | 0.007433 | 0.016522 | -0.005023 | 0.007106 | -0.029780 | 0.005976 | 0.077797 | -0.015999 | 0.022401 | -0.002770 | 0.027949 | -0.001278 | 0.060196 | 0.004885 | 0.000592 | -0.034312 | -0.012946 | -0.129817 | -0.020802 | -0.018780 | 0.001324 | 0.006063 | 0.002893 | -0.008688 | 0.849084 | 0.067492 | 0.327793 | 0.069695 | 0.019395 | 0.014303 | 0.014538 | 0.071529 | 0.014089 | -0.021852 | -0.002022 | -0.019220 | 0.001906 | -0.018847 | 0.034501 | 0.062985 | -0.007736 | -0.006344 | -0.011967 | 0.044951 | 0.060734 | 0.191251 | -0.007342 | -0.021264 | -0.040069 | -0.005595 | 0.052739 | -0.007888 | 0.057862 | 0.011950 | 0.103514 | 0.147539 | -0.095508 | -0.030904 | 0.040139 | -0.188008 | -0.029803 | 0.022415 | -0.057785 | 0.041663 | -0.024993 | 0.065858 | -0.034810 | -0.009249 | -0.013614 | -0.053907 | -0.001911 | 0.052777 | 0.004513 | -0.018994 | 0.063294 | -0.065987 | -0.028772 | -0.027116 | -0.042131 | -0.013810 | -0.001840 | -0.024260 | -0.009525 | 0.047848 | -0.080987 | -0.122570 | -0.037169 | -0.071252 | 0.047842 | 0.062418 | 0.012685 | 0.030571 | -0.041446 | -0.044537 | -0.044259 | -0.018248 | -0.017651 | -0.004993 | -0.044007 | -0.004781 |
| 140 | -0.011107 | -0.001786 | 0.095947 | -0.059719 | 0.999975 | -0.073462 | -0.002487 | 0.011280 | 0.008121 | -0.007392 | 0.004777 | -0.013019 | 0.006902 | 0.025617 | -0.012211 | 0.057670 | 0.046874 | -0.027806 | 0.029007 | 0.006963 | -0.052437 | -0.020111 | -0.008442 | 0.049288 | -0.004444 | 0.002764 | 0.005852 | 0.045209 | -0.002647 | -0.016160 | 0.032053 | 0.037182 | 0.004632 | -0.002341 | -0.006947 | -0.013722 | 0.012580 | -0.005196 | -0.047422 | -0.020741 | 0.011020 | 0.004754 | 0.194624 | 0.006944 | 1.000000 | 0.668884 | 0.000385 | -0.034959 | -0.002110 | -0.001737 | 0.006590 | -0.001840 | -0.002307 | -0.017089 | -0.018034 | -0.003266 | -0.013491 | -0.013613 | 0.008974 | 0.000508 | 0.009463 | 0.005619 | -0.005819 | 0.001606 | -0.000837 | 0.025535 | 0.008266 | -0.000275 | -0.002909 | -0.006218 | 0.004307 | -0.004703 | -0.010417 | 0.012693 | 0.009416 | -0.000862 | -0.012685 | -0.026089 | 0.013442 | 0.008659 | 0.224324 | 0.036282 | 1.000000 | 0.000472 | -0.002163 | -0.001705 | -0.003234 | -0.000387 | -0.019188 | -0.016725 | 0.010187 | 0.004501 | -0.006490 | 0.000597 | -0.001918 | 0.005141 | 0.002698 | -0.002865 | -0.003176 | 0.006531 | -0.003962 | -0.000733 | -0.004178 | -0.005693 | 0.023418 | 0.017849 | -0.001016 | 0.029465 | 0.938078 | 0.684683 | 0.000416 | -0.020293 | -0.008091 | 0.000991 | -0.032772 | -0.002090 | -0.006250 | -0.005284 | -0.009417 | -0.004349 | -0.003429 | -0.010895 | 0.020222 | -0.005142 | -0.006603 | -0.006236 | 0.024152 | 0.031373 | 0.040398 | -0.002279 | 0.012002 | 0.010246 | -0.000199 | 0.025794 | 0.002814 | -0.000598 | -0.004816 | 0.027842 | 0.014753 | -0.015505 | -0.005090 | -0.001289 | -0.024320 | -0.031322 | -0.027614 | -0.012786 | 0.017096 | 0.021840 | 0.010220 | 0.021575 | 0.020457 | -0.001302 | -0.005213 | -0.009029 | 0.002700 | 0.014421 | 0.004507 | 0.004318 | -0.002663 | -0.005020 | -0.000040 | -0.003808 | -0.005733 | 0.008832 | 0.007498 | 0.001114 | -0.012101 | -0.011310 | -0.045920 | 0.005255 | -0.021541 | -0.025850 | 0.041225 | 0.027333 | 0.005501 | -0.012455 | -0.012692 | -0.012595 | -0.004565 | 0.088316 | -0.002017 | 0.050909 | -0.013614 |
| 142 | -0.007485 | 0.028495 | 0.006404 | -0.073778 | 0.667794 | -0.160978 | -0.001815 | -0.011268 | 0.065895 | -0.062222 | 0.007691 | 0.014870 | 0.039211 | 0.007376 | -0.034454 | 0.032379 | 0.015483 | -0.000875 | 0.004093 | 0.033549 | -0.028091 | -0.001554 | -0.030423 | 0.046856 | -0.002421 | -0.022726 | -0.024254 | 0.032096 | 0.007519 | -0.028776 | 0.010347 | 0.098070 | 0.032132 | -0.031182 | 0.007669 | 0.018312 | 0.042560 | -0.002541 | -0.071371 | -0.008310 | 0.062331 | 0.045485 | 0.063010 | 0.307769 | 0.668884 | 1.000000 | 0.004713 | -0.026463 | -0.017621 | 0.002194 | 0.012370 | 0.041228 | 0.012329 | -0.010528 | 0.004962 | -0.025419 | 0.014940 | -0.023225 | -0.004268 | -0.010398 | 0.018158 | 0.021352 | -0.001335 | 0.032703 | -0.002523 | 0.053661 | 0.023301 | 0.001958 | 0.005903 | -0.004211 | 0.004561 | -0.066279 | -0.015286 | 0.010654 | -0.010790 | 0.000716 | 0.035665 | -0.017605 | 0.065639 | 0.047120 | 0.133018 | 0.341427 | 0.668916 | 0.003396 | -0.016549 | 0.002239 | 0.041256 | 0.014957 | -0.010093 | 0.004306 | 0.020684 | 0.015586 | -0.007695 | 0.026558 | 0.005404 | 0.015077 | 0.003296 | 0.006768 | -0.002166 | 0.005691 | -0.063391 | -0.025794 | -0.031888 | -0.009865 | 0.009351 | -0.010918 | 0.000628 | 0.338409 | 0.633471 | 0.992614 | -0.016902 | 0.010957 | -0.007431 | 0.005567 | 0.014320 | -0.016006 | -0.000746 | 0.038382 | -0.009442 | 0.037539 | 0.026778 | -0.002875 | 0.035182 | 0.033014 | 0.033074 | 0.030512 | 0.026595 | 0.036237 | 0.074246 | -0.016149 | -0.004575 | -0.021152 | -0.006865 | 0.037873 | 0.017981 | 0.038451 | -0.010775 | 0.073823 | 0.069743 | -0.015453 | 0.000214 | -0.002135 | -0.088035 | -0.006138 | -0.030519 | -0.026940 | 0.062909 | -0.018442 | 0.017055 | -0.004298 | 0.024144 | -0.020321 | -0.020176 | -0.014904 | 0.014079 | 0.009925 | -0.015738 | 0.040090 | -0.006257 | 0.005626 | -0.035156 | -0.022735 | 0.004827 | -0.013346 | 0.010126 | 0.001200 | 0.010447 | -0.024693 | -0.035120 | -0.015230 | -0.021917 | -0.032060 | 0.037505 | 0.008727 | 0.023118 | -0.048260 | -0.048579 | -0.048732 | -0.034469 | 0.132325 | -0.036200 | 0.071705 | -0.015427 |
| 148 | 0.000533 | 0.001703 | 0.015360 | 0.008853 | 0.000583 | 0.018170 | 0.560274 | -0.012967 | -0.022747 | 0.021957 | -0.008614 | 0.013058 | 0.003631 | 0.011604 | 0.009375 | 0.014087 | 0.009143 | -0.045813 | -0.004425 | -0.016348 | 0.007789 | -0.000476 | -0.002557 | 0.022310 | -0.020512 | -0.016573 | -0.014626 | 0.018261 | -0.000284 | -0.012846 | 0.012909 | -0.029568 | -0.001209 | 0.002232 | 0.041787 | -0.009009 | 0.007212 | -0.001214 | -0.010975 | 0.036622 | -0.020231 | -0.016887 | -0.024656 | 0.009371 | 0.000385 | 0.004713 | 1.000000 | -0.003207 | -0.001053 | 0.991069 | 0.939605 | -0.002958 | 0.001619 | -0.019094 | -0.019313 | 0.034211 | 0.013515 | 0.038355 | 0.012251 | 0.011088 | -0.030771 | -0.004234 | 0.001672 | 0.002519 | -0.004471 | -0.014512 | -0.003045 | 0.008999 | 0.001785 | 0.004380 | 0.003522 | 0.035166 | -0.018533 | -0.023933 | -0.016990 | -0.005163 | 0.047886 | 0.017669 | -0.021174 | -0.019127 | -0.035213 | 0.011367 | 0.000377 | 0.999522 | 0.000087 | 0.991077 | -0.003022 | 0.002106 | -0.018789 | -0.019892 | -0.028234 | -0.003364 | 0.003011 | 0.000360 | 0.003385 | -0.000858 | 0.006763 | 0.000982 | 0.005504 | 0.001773 | 0.033410 | 0.003624 | 0.004008 | -0.019980 | -0.016656 | -0.012807 | -0.005096 | 0.002115 | 0.013300 | 0.002023 | -0.022812 | 0.012345 | 0.004838 | 0.998815 | -0.008378 | -0.000811 | 0.961851 | -0.000371 | 0.001079 | -0.001508 | 0.000742 | -0.018986 | -0.026283 | -0.000233 | 0.000688 | 0.001038 | -0.008192 | -0.019074 | -0.033953 | -0.003010 | 0.016521 | -0.032138 | 0.001269 | -0.008974 | -0.000226 | 0.002149 | 0.027785 | -0.015693 | -0.009761 | 0.046484 | 0.003871 | 0.004726 | 0.068869 | -0.026608 | -0.016829 | 0.027459 | 0.000901 | -0.027384 | -0.011047 | -0.006471 | 0.038801 | -0.040621 | -0.003227 | -0.019236 | 0.040603 | -0.023419 | -0.026233 | 0.017254 | -0.000825 | -0.022882 | -0.001923 | -0.009680 | -0.004119 | -0.018990 | -0.001530 | -0.005876 | -0.010883 | 0.009896 | 0.029617 | 0.002979 | 0.017951 | -0.013085 | -0.000454 | -0.001095 | 0.001240 | -0.001970 | -0.001289 | -0.002053 | 0.010378 | -0.000877 | 0.005805 | -0.025198 | -0.005603 |
| 150 | 0.006545 | -0.044156 | 0.003297 | -0.045914 | -0.034916 | 0.079507 | 0.004327 | 0.147330 | 0.001988 | -0.028780 | 0.012295 | 0.019072 | -0.004653 | -0.044008 | 0.020554 | -0.047442 | -0.023242 | 0.058074 | 0.002141 | 0.098205 | 0.060934 | 0.046847 | 0.018225 | -0.041470 | 0.036192 | -0.014505 | -0.003345 | -0.029489 | -0.002724 | -0.025801 | -0.037571 | 0.012607 | 0.000942 | -0.037657 | 0.043901 | 0.045718 | 0.052523 | -0.015123 | -0.051479 | -0.013657 | -0.011447 | 0.036036 | 0.014824 | 0.003720 | -0.034959 | -0.026463 | -0.003207 | 1.000000 | 0.019036 | -0.012888 | 0.021303 | 0.066761 | 0.019209 | -0.053345 | -0.000664 | -0.062509 | -0.006500 | -0.086378 | -0.044458 | -0.054577 | 0.016813 | -0.008975 | -0.023351 | -0.011854 | -0.020925 | 0.010954 | -0.001457 | -0.044216 | 0.002820 | -0.005601 | -0.027792 | 0.049609 | -0.040891 | -0.035340 | -0.031010 | -0.017897 | -0.008297 | -0.009234 | -0.000600 | 0.045270 | 0.032860 | -0.008084 | -0.034966 | -0.004723 | 0.013406 | -0.012993 | 0.070262 | 0.023463 | -0.052532 | -0.004412 | 0.015733 | -0.008876 | -0.028069 | -0.011231 | -0.025716 | -0.006486 | -0.042130 | 0.005054 | -0.003179 | -0.026550 | 0.043939 | -0.031317 | -0.024975 | -0.048386 | -0.032972 | -0.023828 | -0.017728 | 0.032219 | -0.026094 | -0.035825 | 0.013746 | -0.013491 | 0.012841 | 0.000253 | 0.574837 | 0.007599 | -0.009087 | -0.003053 | 0.008258 | 0.040989 | 0.020386 | -0.034095 | 0.005621 | 0.025137 | 0.028022 | 0.025566 | -0.008325 | -0.033220 | -0.023226 | -0.073181 | -0.050247 | -0.092780 | 0.083743 | -0.055964 | -0.003383 | -0.008586 | -0.061915 | 0.031012 | 0.025433 | 0.014036 | -0.002790 | -0.009488 | 0.026538 | 0.008697 | -0.011147 | 0.011742 | 0.035012 | -0.019879 | -0.011148 | -0.005145 | 0.014985 | -0.021691 | -0.015478 | -0.041800 | 0.005371 | -0.040298 | -0.003352 | -0.015998 | 0.027788 | 0.022274 | 0.055848 | 0.070701 | -0.009197 | -0.042295 | 0.015658 | -0.017595 | -0.016957 | 0.013789 | 0.013535 | 0.028029 | -0.014225 | -0.004780 | 0.003032 | 0.005388 | 0.016492 | -0.028660 | -0.027127 | -0.026917 | -0.029066 | 0.032126 | 0.002338 | 0.013957 | -0.012131 |
| 151 | -0.014213 | -0.097923 | 0.003101 | -0.005321 | -0.002010 | -0.010553 | -0.039126 | 0.479135 | 0.000161 | -0.014156 | -0.035153 | 0.015927 | -0.011084 | 0.018070 | 0.002687 | -0.012411 | -0.000522 | 0.037932 | 0.010521 | 0.036693 | -0.014659 | 0.004646 | 0.004752 | -0.002901 | 0.027861 | 0.005239 | 0.105942 | -0.066671 | 0.026300 | -0.018791 | -0.003420 | 0.014791 | -0.012542 | 0.023865 | 0.004029 | -0.013747 | 0.014209 | 0.001873 | -0.021337 | -0.006195 | -0.000723 | 0.027193 | 0.006185 | 0.010711 | -0.002110 | -0.017621 | -0.001053 | 0.019036 | 1.000000 | -0.001351 | -0.000212 | -0.037768 | -0.041481 | -0.022711 | -0.001912 | -0.019413 | 0.007480 | 0.034821 | -0.014380 | 0.024594 | 0.060235 | 0.154703 | 0.084580 | 0.162162 | 0.210872 | 0.229005 | 0.342114 | 0.291684 | 0.180251 | 0.085854 | 0.168264 | -0.044176 | -0.004567 | -0.027003 | -0.013968 | -0.002102 | 0.004401 | 0.007681 | -0.007574 | 0.019428 | 0.011212 | 0.006468 | -0.002111 | -0.001478 | 0.990003 | -0.001252 | -0.037985 | -0.039225 | -0.024100 | 0.003523 | 0.058136 | 0.092687 | 0.055130 | 0.100828 | 0.088353 | 0.356976 | 0.333850 | 0.116306 | 0.073999 | 0.124197 | -0.044927 | 0.076543 | 0.104583 | 0.014729 | -0.011899 | -0.004947 | -0.001864 | 0.009520 | -0.004279 | -0.015024 | -0.001536 | 0.014553 | 0.020663 | -0.000851 | 0.204007 | 0.976231 | -0.006952 | -0.009331 | 0.004256 | -0.023682 | -0.027869 | -0.025503 | 0.015719 | -0.013987 | -0.012405 | -0.011908 | 0.003535 | 0.010183 | 0.011744 | -0.015189 | -0.016789 | 0.020694 | -0.010144 | 0.004193 | 0.052058 | 0.226868 | 0.080051 | 0.139597 | 0.174912 | 0.009372 | 0.069115 | 0.409063 | -0.029500 | -0.038906 | 0.010116 | -0.030072 | 0.048521 | -0.012468 | -0.055680 | -0.011290 | 0.003319 | 0.002930 | 0.008267 | -0.004422 | 0.023573 | -0.024888 | 0.049077 | -0.011575 | -0.029362 | 0.025945 | -0.018408 | -0.000567 | 0.027825 | -0.015636 | -0.011052 | -0.002071 | 0.008532 | -0.009725 | 0.002410 | -0.001601 | -0.019500 | 0.006152 | -0.003437 | -0.020740 | 0.007083 | -0.019926 | -0.020553 | -0.020550 | -0.008026 | 0.001699 | 0.000615 | 0.052482 | -0.022415 |
| 152 | 0.003507 | -0.004628 | 0.018247 | 0.007937 | -0.001580 | 0.027789 | 0.559761 | -0.010243 | -0.028551 | 0.031246 | -0.007955 | 0.016053 | -0.000566 | 0.011685 | 0.011197 | 0.011350 | 0.007515 | -0.043608 | -0.004442 | -0.018846 | 0.002605 | 0.002711 | -0.000833 | 0.019463 | -0.020153 | -0.017366 | -0.016005 | 0.017415 | -0.000938 | -0.012310 | 0.011598 | -0.031224 | -0.000668 | 0.000568 | 0.039322 | -0.012945 | 0.001870 | 0.002459 | -0.008789 | 0.034795 | -0.018543 | -0.018603 | -0.024257 | -0.005172 | -0.001737 | 0.002194 | 0.991069 | -0.012888 | -0.001351 | 1.000000 | 0.887316 | -0.009706 | 0.001031 | -0.014926 | -0.019925 | 0.039151 | 0.012923 | 0.044119 | 0.013958 | 0.012847 | -0.031345 | -0.009150 | -0.000253 | -0.001056 | -0.004896 | -0.023924 | -0.009716 | 0.006761 | -0.001080 | 0.001253 | 0.001082 | 0.035349 | -0.020512 | -0.024523 | -0.022261 | -0.000840 | 0.041817 | 0.015621 | -0.019237 | -0.020149 | -0.036700 | -0.002288 | -0.001744 | 0.991775 | -0.000793 | 0.999997 | -0.009788 | 0.001452 | -0.015170 | -0.019740 | -0.029022 | -0.006689 | 0.002530 | -0.002233 | 0.001695 | -0.006689 | 0.003813 | -0.000975 | 0.002798 | 0.000226 | 0.034014 | 0.000339 | 0.000461 | -0.021743 | -0.016511 | -0.017917 | -0.000772 | -0.010144 | 0.014633 | -0.001353 | -0.026415 | 0.009719 | -0.001312 | 0.983591 | -0.016452 | -0.000896 | 0.975092 | -0.005325 | 0.003988 | -0.006010 | -0.001258 | -0.011494 | -0.023361 | -0.002505 | -0.001788 | -0.001578 | -0.013062 | -0.019576 | -0.039006 | -0.000500 | 0.018435 | -0.027492 | -0.000708 | -0.013471 | -0.001634 | -0.002088 | 0.027394 | -0.024127 | -0.017745 | 0.045931 | 0.000913 | -0.000871 | 0.069230 | -0.028738 | -0.016118 | 0.035029 | -0.003258 | -0.026495 | -0.017866 | -0.003292 | 0.042739 | -0.042002 | -0.003331 | -0.020799 | 0.040627 | -0.023586 | -0.020179 | 0.013746 | 0.000194 | -0.020379 | -0.002240 | -0.009597 | -0.002875 | -0.023229 | -0.002773 | -0.001207 | -0.008223 | 0.008306 | 0.036161 | -0.000952 | 0.017748 | -0.016409 | -0.000530 | 0.000880 | 0.003497 | -0.006156 | -0.005927 | -0.006149 | 0.009790 | 0.001700 | -0.000068 | -0.025900 | -0.004610 |
| 154 | -0.009449 | 0.018289 | 0.008429 | 0.013438 | 0.006871 | -0.003361 | 0.512987 | -0.020257 | 0.004485 | -0.010564 | -0.004024 | 0.003014 | 0.006355 | 0.006184 | 0.001874 | 0.024541 | 0.015442 | -0.050265 | -0.002672 | -0.006412 | 0.025108 | -0.001580 | -0.007909 | 0.032133 | -0.018826 | -0.009909 | -0.007651 | 0.021201 | 0.004482 | -0.014249 | 0.017946 | -0.014344 | -0.000830 | 0.006776 | 0.047415 | 0.002526 | 0.020935 | -0.010084 | -0.014179 | 0.041064 | -0.023110 | -0.011441 | -0.022972 | 0.047284 | 0.006590 | 0.012370 | 0.939605 | 0.021303 | -0.000212 | 0.887316 | 1.000000 | 0.030902 | 0.019928 | -0.027743 | -0.018629 | 0.014532 | 0.015789 | 0.014045 | 0.006025 | 0.003335 | -0.023416 | 0.011342 | 0.009190 | 0.014073 | -0.003584 | 0.010600 | 0.015536 | 0.013179 | 0.011385 | 0.014884 | 0.010834 | 0.030831 | -0.008575 | -0.020443 | -0.001956 | -0.015187 | 0.058149 | 0.021999 | -0.024615 | -0.014312 | -0.030877 | 0.046878 | 0.006578 | 0.936241 | 0.002372 | 0.887370 | 0.029771 | 0.020575 | -0.025660 | -0.021161 | -0.021188 | 0.008285 | 0.006963 | 0.010076 | 0.009787 | 0.015389 | 0.013081 | 0.008407 | 0.014796 | 0.007057 | 0.027529 | 0.011873 | 0.012809 | -0.009832 | -0.013812 | 0.002474 | -0.015114 | 0.032815 | 0.012163 | 0.011432 | -0.010747 | 0.017465 | 0.018240 | 0.954390 | 0.015358 | -0.000501 | 0.856740 | 0.012087 | -0.008842 | 0.026813 | 0.022768 | -0.030525 | -0.029593 | 0.020882 | 0.022439 | 0.023181 | 0.003889 | -0.016998 | -0.017945 | -0.010027 | 0.009437 | -0.040582 | 0.004828 | 0.000416 | 0.007813 | 0.014499 | 0.026115 | 0.006524 | 0.012468 | 0.045563 | 0.014025 | 0.018914 | 0.059299 | -0.016028 | -0.015735 | 0.005745 | 0.012702 | -0.027096 | 0.004612 | -0.014986 | 0.024699 | -0.035711 | -0.002524 | -0.010597 | 0.040071 | -0.021067 | -0.037648 | 0.024898 | 0.001317 | -0.029422 | -0.001392 | -0.009126 | -0.006813 | -0.006540 | 0.002886 | -0.016592 | -0.001909 | 0.011653 | 0.007864 | 0.013824 | 0.014176 | -0.005340 | -0.001268 | -0.002711 | -0.002332 | 0.007128 | 0.008810 | 0.006636 | 0.008336 | -0.006966 | 0.021361 | -0.020997 | 0.001564 |
| 159 | -0.037011 | 0.037930 | 0.015631 | -0.051199 | -0.001934 | 0.045314 | -0.026613 | -0.008665 | 0.537685 | -0.474183 | 0.186806 | -0.018114 | -0.168318 | -0.078373 | 0.014313 | 0.002255 | 0.006914 | 0.003010 | 0.013947 | 0.023719 | 0.109337 | 0.058518 | 0.002799 | -0.079570 | 0.081742 | 0.131767 | 0.101459 | -0.056151 | -0.010408 | 0.028195 | -0.057794 | -0.020151 | -0.028595 | -0.021455 | -0.013561 | -0.029353 | -0.022807 | -0.013646 | -0.035489 | -0.030444 | 0.064721 | 0.036726 | 0.070490 | 0.010225 | -0.001840 | 0.041228 | -0.002958 | 0.066761 | -0.037768 | -0.009706 | 0.030902 | 1.000000 | 0.548771 | 0.019836 | -0.039968 | -0.094633 | -0.039734 | -0.055186 | -0.015035 | -0.038477 | -0.007323 | -0.013314 | -0.030260 | -0.023205 | -0.032341 | -0.010271 | -0.016256 | -0.042657 | -0.014306 | -0.009707 | -0.030865 | -0.000169 | -0.034692 | -0.006524 | -0.016238 | -0.010745 | 0.034182 | -0.024538 | 0.082372 | 0.055879 | 0.069273 | 0.010359 | -0.001845 | -0.003892 | -0.037477 | -0.009750 | 0.993240 | 0.568893 | 0.033985 | -0.039872 | -0.009511 | -0.010757 | -0.025974 | -0.018119 | -0.026778 | -0.016016 | -0.044218 | -0.013447 | -0.008168 | -0.032918 | -0.005565 | -0.028377 | -0.018253 | -0.033330 | 0.011170 | 0.000236 | -0.010653 | 0.046469 | 0.010615 | 0.029759 | -0.052987 | -0.006833 | -0.009924 | 0.000449 | 0.063731 | -0.040007 | 0.008003 | 0.017312 | -0.022426 | 0.866441 | 0.686123 | 0.124362 | 0.082271 | 0.709198 | 0.711289 | 0.713411 | 0.015661 | -0.011573 | -0.050363 | -0.024889 | -0.016356 | -0.035946 | 0.056315 | -0.077872 | 0.003328 | -0.022154 | -0.090589 | -0.055814 | -0.052482 | 0.002395 | -0.010913 | -0.010559 | 0.011062 | -0.008034 | -0.018244 | -0.001439 | 0.019696 | 0.012670 | -0.024856 | -0.003324 | -0.025492 | -0.023460 | -0.004059 | -0.032143 | 0.033785 | -0.003473 | 0.012746 | 0.010454 | 0.146745 | -0.009563 | 0.065210 | -0.000601 | 0.008321 | -0.014223 | -0.007449 | -0.009185 | 0.103861 | 0.051533 | 0.050723 | 0.051788 | 0.009106 | -0.005411 | -0.010223 | 0.018349 | 0.018003 | -0.002222 | -0.003512 | -0.002165 | 0.005171 | 0.030538 | 0.057848 | 0.037101 | 0.077873 |
| 160 | -0.003787 | 0.029999 | 0.012170 | -0.076747 | -0.002558 | 0.055111 | 0.024142 | -0.037638 | 0.348222 | -0.032147 | 0.122487 | 0.037826 | -0.221138 | -0.119653 | 0.023192 | -0.028998 | -0.019569 | 0.005503 | -0.006723 | 0.009539 | 0.099079 | 0.096572 | -0.009674 | -0.076485 | 0.070827 | 0.079043 | 0.062337 | -0.057524 | -0.007592 | -0.000091 | -0.075399 | -0.027241 | -0.029918 | -0.017077 | 0.006933 | -0.024062 | -0.017968 | -0.010650 | 0.001031 | -0.047650 | 0.019617 | 0.013561 | 0.041943 | -0.032313 | -0.002307 | 0.012329 | 0.001619 | 0.019209 | -0.041481 | 0.001031 | 0.019928 | 0.548771 | 1.000000 | 0.028141 | -0.050108 | -0.138526 | -0.066037 | 0.003846 | -0.004923 | -0.027348 | -0.017677 | -0.001324 | -0.011428 | -0.005625 | -0.003078 | -0.053909 | -0.032285 | -0.009280 | -0.006695 | -0.001604 | -0.018960 | 0.029519 | -0.034247 | 0.014695 | -0.004063 | -0.009572 | 0.031358 | -0.045233 | 0.034797 | 0.037615 | 0.031275 | -0.034269 | -0.002312 | 0.001455 | -0.040283 | 0.000855 | 0.569384 | 0.996480 | 0.039834 | -0.050336 | -0.018732 | -0.004941 | -0.009950 | -0.008016 | -0.013026 | -0.025341 | -0.017469 | -0.005604 | -0.002285 | -0.025712 | 0.028520 | -0.022469 | -0.011488 | -0.030175 | 0.027179 | 0.002681 | -0.009415 | 0.020269 | 0.002301 | 0.002369 | -0.084886 | -0.017225 | 0.031670 | 0.002774 | 0.053849 | -0.042423 | 0.030110 | 0.002516 | -0.028758 | 0.573799 | 0.811688 | 0.104405 | 0.011643 | 0.584364 | 0.572543 | 0.576832 | -0.070996 | -0.003612 | -0.190989 | -0.010531 | -0.005145 | -0.025223 | 0.041158 | -0.111576 | -0.010781 | 0.002399 | -0.076029 | -0.083198 | -0.084043 | 0.030938 | -0.003182 | -0.005248 | 0.064223 | -0.020493 | -0.004853 | 0.019478 | -0.011448 | 0.052988 | -0.049412 | 0.034823 | -0.009040 | 0.005409 | -0.017525 | -0.031764 | -0.024996 | 0.015976 | -0.000969 | -0.012118 | 0.139328 | 0.007913 | 0.050592 | 0.000960 | -0.003087 | 0.000456 | -0.014696 | -0.007810 | 0.069117 | 0.094128 | 0.089225 | 0.038011 | 0.040844 | -0.026287 | -0.047755 | -0.000120 | -0.008551 | 0.015521 | 0.012977 | 0.017215 | 0.006583 | 0.023542 | -0.007748 | 0.012282 | 0.089689 |
| 161 | 0.014089 | 0.037932 | -0.031203 | -0.010054 | -0.017138 | -0.009556 | -0.016556 | 0.020081 | -0.056155 | 0.068315 | 0.131162 | -0.022592 | -0.027224 | 0.001898 | -0.007735 | -0.030601 | -0.032368 | 0.013408 | -0.026349 | -0.022357 | 0.006375 | 0.008215 | -0.003876 | -0.012481 | -0.021410 | -0.035770 | -0.024337 | -0.017256 | -0.004542 | -0.011302 | -0.018511 | -0.008095 | 0.005586 | -0.028449 | -0.034290 | -0.039718 | -0.009168 | -0.020337 | 0.060953 | 0.008220 | -0.035884 | -0.030447 | 0.008229 | 0.007815 | -0.017089 | -0.010528 | -0.019094 | -0.053345 | -0.022711 | -0.014926 | -0.027743 | 0.019836 | 0.028141 | 1.000000 | 0.053950 | -0.044881 | -0.025107 | 0.034049 | 0.024619 | 0.016225 | -0.023624 | -0.009143 | -0.011446 | -0.003098 | -0.000007 | -0.021213 | -0.002889 | 0.019614 | 0.012023 | 0.008863 | -0.004452 | -0.017418 | -0.047555 | -0.037630 | -0.010881 | -0.016428 | 0.004322 | 0.022299 | -0.030784 | -0.035759 | 0.008439 | 0.009640 | -0.017086 | -0.018090 | -0.017218 | -0.014996 | 0.018649 | 0.024419 | 0.994649 | 0.059146 | -0.014381 | -0.011251 | -0.012098 | -0.008643 | 0.001037 | 0.003534 | 0.019545 | 0.009173 | 0.012098 | -0.009860 | -0.014642 | -0.006838 | -0.003715 | -0.046017 | -0.034312 | -0.008555 | -0.016401 | 0.008564 | -0.023772 | -0.009786 | -0.001499 | 0.000086 | 0.038818 | -0.020291 | -0.016123 | -0.029878 | -0.007852 | -0.009720 | -0.005711 | 0.014508 | 0.019724 | 0.498265 | -0.017218 | 0.010954 | 0.007767 | 0.007216 | 0.001462 | 0.006226 | -0.001748 | -0.003300 | 0.023793 | 0.005701 | -0.022530 | 0.022420 | -0.025178 | 0.002875 | -0.003766 | -0.019678 | -0.023206 | 0.000495 | 0.004912 | 0.022610 | -0.004252 | 0.019835 | -0.001540 | -0.011160 | -0.030269 | -0.013563 | 0.014118 | 0.037999 | -0.018247 | 0.013844 | 0.005788 | -0.043816 | 0.026016 | -0.032205 | -0.054023 | 0.010346 | -0.014099 | 0.046576 | -0.026182 | 0.002359 | -0.014052 | -0.012234 | -0.017489 | -0.015181 | -0.020911 | 0.015432 | 0.007310 | 0.014456 | 0.075141 | -0.057784 | 0.012317 | -0.046241 | -0.001169 | 0.006832 | 0.009162 | 0.006648 | -0.020128 | 0.027488 | -0.021092 | 0.008285 | -0.019509 |
| 162 | 0.063448 | -0.005155 | -0.059200 | 0.041761 | -0.017504 | -0.090384 | -0.013467 | 0.032913 | 0.174701 | -0.121344 | -0.008482 | -0.134047 | 0.202125 | -0.056792 | -0.059135 | -0.004278 | -0.025687 | 0.023796 | -0.034082 | -0.001174 | -0.053712 | -0.104611 | -0.053648 | 0.008202 | -0.023271 | -0.012727 | -0.022170 | -0.007344 | -0.013740 | 0.039828 | -0.008930 | 0.041955 | -0.001104 | 0.010387 | -0.021421 | 0.028149 | 0.075736 | 0.025776 | -0.003766 | -0.010876 | -0.019111 | -0.011209 | -0.081700 | 0.077301 | -0.018034 | 0.004962 | -0.019313 | -0.000664 | -0.001912 | -0.019925 | -0.018629 | -0.039968 | -0.050108 | 0.053950 | 1.000000 | 0.001230 | -0.029272 | 0.009504 | 0.034706 | 0.039677 | -0.032643 | -0.000665 | 0.009583 | 0.001055 | -0.013633 | -0.023320 | -0.018321 | -0.004817 | -0.021259 | -0.040026 | -0.005373 | -0.033941 | 0.001554 | 0.019189 | 0.021762 | 0.031215 | -0.004790 | -0.001965 | -0.021587 | -0.017414 | -0.062592 | 0.076042 | -0.018019 | -0.018645 | -0.005521 | -0.019871 | -0.045230 | -0.050068 | 0.052335 | 0.988401 | -0.038132 | 0.001652 | 0.003006 | 0.005806 | 0.009075 | -0.019172 | -0.000191 | -0.020953 | -0.037043 | 0.001751 | -0.037702 | 0.015331 | 0.008072 | 0.014958 | 0.012096 | 0.016436 | 0.031070 | 0.063982 | -0.026917 | 0.012768 | 0.044303 | 0.025692 | 0.005817 | -0.019358 | 0.039697 | -0.014961 | -0.035296 | -0.033450 | 0.021642 | -0.056949 | -0.062506 | 0.068095 | 0.232494 | -0.086355 | -0.075060 | -0.083397 | 0.281310 | 0.268022 | 0.313377 | -0.003823 | 0.033535 | -0.036770 | 0.014683 | 0.078116 | -0.041292 | -0.001677 | 0.016993 | -0.017133 | 0.000790 | -0.078942 | -0.033959 | -0.013577 | -0.077406 | -0.045342 | 0.049867 | -0.083718 | -0.004836 | 0.018027 | 0.092725 | -0.012826 | -0.002789 | -0.030654 | -0.041596 | 0.001795 | 0.004131 | 0.015320 | 0.007257 | 0.005158 | -0.068395 | 0.022823 | -0.054815 | -0.012326 | -0.042045 | 0.009545 | -0.005932 | 0.029173 | 0.012353 | -0.054663 | -0.064679 | -0.026873 | -0.096081 | 0.002213 | -0.001772 | 0.027706 | 0.019643 | 0.018823 | 0.014090 | 0.013797 | 0.017535 | -0.001550 | -0.017733 | -0.030163 | -0.005804 |
| 180 | -0.002006 | -0.030468 | -0.017295 | 0.070750 | -0.002981 | -0.087154 | 0.000753 | -0.007347 | -0.023982 | -0.012279 | 0.002497 | -0.027977 | 0.222978 | 0.067088 | 0.160074 | 0.000353 | 0.091590 | -0.108476 | 0.059002 | -0.218941 | -0.032404 | -0.173405 | 0.154804 | 0.017034 | -0.131431 | -0.047767 | -0.066428 | 0.126653 | -0.017096 | 0.061821 | 0.140774 | 0.075447 | 0.068155 | -0.028237 | -0.015744 | 0.010414 | -0.016934 | 0.013009 | -0.051923 | -0.031237 | -0.032498 | -0.008128 | -0.114071 | 0.049702 | -0.003266 | -0.025419 | 0.034211 | -0.062509 | -0.019413 | 0.039151 | 0.014532 | -0.094633 | -0.138526 | -0.044881 | 0.001230 | 1.000000 | 0.266752 | -0.101515 | 0.087905 | 0.063365 | -0.113647 | 0.034570 | 0.081814 | 0.001085 | -0.027525 | 0.160183 | 0.075180 | -0.009665 | -0.012870 | -0.012628 | -0.006755 | -0.069041 | 0.009427 | -0.030172 | 0.026993 | 0.002917 | 0.013915 | -0.033204 | -0.043428 | -0.015917 | -0.074173 | 0.053917 | -0.003265 | 0.035688 | -0.017187 | 0.039221 | -0.103483 | -0.140213 | -0.048928 | 0.003184 | -0.123550 | 0.017466 | 0.071045 | -0.008856 | 0.024357 | 0.053286 | -0.015455 | -0.014397 | -0.010350 | -0.017030 | -0.070130 | -0.031542 | -0.035794 | 0.011812 | -0.037069 | 0.018368 | 0.002862 | -0.005510 | -0.042206 | -0.009777 | 0.137986 | 0.014674 | -0.029112 | 0.032350 | -0.116878 | -0.014153 | 0.028658 | -0.048476 | 0.017601 | -0.099002 | -0.125760 | -0.012741 | 0.027083 | -0.101506 | -0.102062 | -0.103254 | 0.058441 | 0.036797 | 0.140615 | 0.218611 | 0.108356 | 0.103839 | -0.126134 | 0.098908 | 0.043725 | 0.011231 | 0.072195 | 0.180361 | 0.158334 | -0.059819 | -0.013850 | 0.005847 | -0.109531 | -0.006897 | 0.031473 | -0.021160 | 0.009445 | -0.037149 | 0.066086 | 0.016761 | -0.018250 | -0.042970 | 0.024603 | 0.011840 | -0.004547 | -0.029957 | 0.049631 | -0.022474 | -0.159573 | 0.026398 | -0.059972 | 0.057834 | 0.054564 | 0.027421 | -0.024532 | -0.001566 | -0.052138 | -0.081570 | -0.162793 | -0.083905 | -0.074268 | -0.020848 | 0.076154 | 0.033922 | 0.026173 | 0.011824 | 0.013411 | 0.006999 | 0.046162 | 0.025069 | -0.051166 | 0.026381 | -0.078648 |
| 182 | 0.030302 | 0.004351 | -0.019236 | 0.022531 | -0.013424 | 0.028125 | 0.007994 | 0.029576 | -0.044969 | 0.001181 | -0.010564 | -0.004082 | 0.050744 | 0.013702 | 0.121608 | 0.137888 | 0.203941 | -0.007099 | 0.209208 | -0.064473 | 0.142414 | -0.029780 | 0.153058 | 0.168195 | -0.039209 | -0.025108 | -0.025976 | 0.254739 | 0.017956 | 0.003600 | 0.250542 | 0.061474 | 0.093459 | 0.001787 | -0.036206 | 0.015947 | 0.010931 | -0.012190 | -0.096105 | -0.000163 | -0.028927 | -0.031370 | -0.018371 | 0.075781 | -0.013491 | 0.014940 | 0.013515 | -0.006500 | 0.007480 | 0.012923 | 0.015789 | -0.039734 | -0.066037 | -0.025107 | -0.029272 | 0.266752 | 1.000000 | 0.041536 | 0.208127 | 0.139891 | 0.014182 | 0.156491 | 0.119839 | 0.250600 | -0.026142 | 0.367845 | 0.152427 | -0.023934 | 0.012160 | 0.042074 | 0.034659 | -0.029584 | 0.005955 | 0.023611 | 0.032877 | -0.017298 | 0.112716 | -0.004651 | -0.039200 | -0.037117 | -0.013356 | 0.078827 | -0.013503 | 0.013057 | 0.007687 | 0.012962 | -0.043546 | -0.067700 | -0.031738 | -0.028112 | 0.015954 | 0.124068 | 0.107067 | 0.213146 | 0.163695 | 0.105374 | -0.019039 | 0.010715 | 0.039396 | 0.034395 | -0.015049 | 0.027952 | 0.010030 | 0.012945 | 0.014763 | 0.027611 | -0.017320 | 0.053413 | -0.031076 | 0.015555 | 0.083219 | 0.048753 | -0.031595 | 0.013527 | -0.062628 | 0.008272 | 0.006636 | -0.009718 | 0.090818 | -0.055276 | -0.068891 | 0.022626 | -0.021387 | -0.060841 | -0.056060 | -0.059223 | -0.015779 | -0.002347 | 0.065178 | 0.301918 | 0.214400 | 0.066325 | -0.091882 | 0.150493 | 0.273786 | 0.322603 | 0.002149 | 0.449262 | 0.383433 | 0.095522 | 0.036294 | 0.006876 | -0.039035 | 0.022363 | -0.079128 | 0.013792 | 0.033359 | -0.020881 | 0.032152 | 0.001974 | 0.007888 | -0.019513 | -0.001939 | 0.007860 | 0.022026 | 0.020843 | 0.015053 | -0.000656 | -0.056362 | 0.044933 | -0.024882 | 0.021322 | 0.031126 | 0.030049 | 0.015647 | -0.023588 | 0.036523 | -0.000567 | -0.078762 | 0.004851 | -0.040540 | -0.035946 | 0.046418 | -0.000767 | 0.000670 | 0.000571 | -0.000892 | -0.000210 | 0.015104 | 0.026616 | 0.024443 | 0.030697 | -0.031269 |
| 183 | -0.023634 | -0.007852 | -0.046624 | -0.020704 | -0.013929 | 0.026140 | 0.005434 | -0.000074 | -0.101018 | 0.138990 | -0.003522 | 0.046914 | -0.096939 | -0.015752 | -0.397532 | 0.142611 | -0.112640 | -0.057484 | -0.187319 | -0.035371 | -0.512688 | -0.001583 | -0.353570 | 0.160546 | -0.019862 | 0.012507 | -0.009727 | -0.083192 | 0.027974 | -0.036541 | -0.094754 | -0.076573 | -0.105885 | 0.075979 | 0.018332 | -0.051497 | -0.057315 | -0.007466 | 0.089795 | 0.008681 | -0.010127 | -0.037031 | 0.038244 | -0.118158 | -0.013613 | -0.023225 | 0.038355 | -0.086378 | 0.034821 | 0.044119 | 0.014045 | -0.055186 | 0.003846 | 0.034049 | 0.009504 | -0.101515 | 0.041536 | 1.000000 | 0.231400 | 0.533356 | -0.006397 | 0.014786 | -0.008027 | 0.126072 | 0.170495 | -0.102433 | -0.090854 | 0.254668 | 0.012286 | 0.046301 | 0.158817 | 0.075132 | -0.011783 | 0.012836 | -0.041986 | -0.004800 | 0.084702 | 0.038224 | -0.010195 | -0.040714 | -0.006492 | -0.106473 | -0.013617 | 0.038977 | 0.028449 | 0.043966 | -0.056637 | -0.004458 | 0.027790 | 0.006361 | -0.011544 | 0.020240 | -0.005062 | 0.109545 | 0.169996 | -0.075891 | 0.234342 | 0.016835 | 0.043460 | 0.176036 | 0.084365 | 0.083328 | 0.054539 | 0.001022 | 0.005963 | -0.046753 | -0.004840 | -0.117228 | -0.032707 | -0.027755 | -0.101151 | -0.023229 | 0.039670 | 0.036554 | -0.069244 | 0.033981 | 0.054088 | -0.019708 | -0.023954 | -0.051764 | -0.022968 | 0.019818 | -0.067979 | -0.038550 | -0.042092 | -0.040937 | -0.039356 | -0.010943 | -0.086311 | 0.105716 | 0.238640 | 0.051776 | 0.023569 | 0.014772 | 0.004604 | 0.134632 | 0.295302 | -0.112862 | -0.122215 | 0.132661 | 0.048607 | -0.028369 | 0.123746 | 0.028576 | -0.038242 | 0.064493 | -0.058712 | 0.047598 | -0.045901 | 0.015627 | 0.021095 | 0.090263 | 0.021393 | -0.010327 | -0.015978 | 0.017065 | -0.002694 | 0.002400 | 0.014736 | 0.014809 | -0.069963 | -0.019355 | -0.028017 | -0.032573 | 0.031028 | -0.003530 | -0.041519 | 0.104528 | 0.089039 | -0.013919 | 0.088133 | -0.003761 | -0.019642 | -0.011326 | -0.008390 | -0.026802 | -0.023634 | -0.026864 | -0.062275 | -0.025730 | 0.038999 | -0.047126 | 0.055601 |
| 185 | -0.006813 | 0.005508 | 0.016055 | -0.002026 | 0.008997 | 0.002745 | 0.018045 | -0.005318 | -0.024700 | 0.041373 | -0.028203 | 0.042065 | 0.010670 | -0.012522 | -0.039887 | 0.011918 | -0.028888 | 0.041302 | 0.003670 | -0.179052 | -0.037640 | 0.041538 | -0.029303 | 0.069641 | -0.028438 | 0.015472 | 0.115249 | 0.030050 | 0.003980 | -0.022621 | 0.034328 | 0.011797 | 0.000865 | 0.006211 | 0.017526 | 0.064002 | 0.059529 | -0.007381 | 0.024408 | -0.005650 | -0.008387 | -0.026432 | 0.002373 | -0.017943 | 0.008974 | -0.004268 | 0.012251 | -0.044458 | -0.014380 | 0.013958 | 0.006025 | -0.015035 | -0.004923 | 0.024619 | 0.034706 | 0.087905 | 0.208127 | 0.231400 | 1.000000 | 0.826668 | -0.002143 | 0.037321 | 0.008986 | 0.007672 | -0.011979 | -0.026503 | -0.022274 | 0.005294 | -0.000748 | 0.006529 | 0.007416 | -0.007231 | -0.010200 | 0.052135 | 0.032371 | -0.004491 | -0.033368 | -0.003403 | -0.008882 | -0.031441 | -0.008787 | -0.014802 | 0.008971 | 0.013895 | -0.015882 | 0.013902 | -0.017212 | -0.006271 | 0.024160 | 0.026233 | -0.010203 | 0.033651 | 0.015062 | 0.008719 | 0.267547 | -0.016789 | 0.002374 | 0.000695 | 0.007040 | 0.006428 | 0.007671 | 0.008969 | 0.006568 | -0.005870 | 0.051927 | 0.033540 | -0.004538 | -0.022282 | 0.001677 | -0.003591 | -0.006360 | -0.006473 | -0.029219 | 0.011591 | -0.057090 | -0.012620 | 0.015593 | -0.011705 | -0.014298 | -0.018450 | -0.015268 | 0.003310 | -0.012634 | -0.011050 | -0.019891 | -0.021629 | 0.032110 | 0.048041 | -0.000368 | 0.714316 | 0.996777 | 0.273088 | -0.027168 | -0.005557 | 0.025496 | 0.003338 | 0.019731 | -0.033240 | -0.041109 | -0.006347 | 0.005056 | -0.008698 | -0.010519 | 0.012666 | -0.022322 | 0.105153 | -0.049350 | -0.019990 | 0.062354 | -0.002395 | 0.035142 | 0.006325 | -0.005651 | -0.010571 | -0.016325 | 0.041425 | -0.020959 | -0.011950 | -0.024575 | -0.018559 | -0.012478 | 0.016267 | 0.010702 | 0.021966 | -0.006183 | -0.004762 | -0.014247 | 0.015747 | -0.029183 | -0.020997 | -0.020531 | -0.013981 | 0.020090 | -0.038623 | -0.000640 | 0.016213 | 0.015521 | 0.015969 | 0.010687 | 0.014553 | -0.006741 | 0.020697 | -0.009002 |
| 187 | -0.013009 | 0.003371 | -0.020921 | 0.008143 | 0.000571 | -0.022264 | 0.007281 | 0.011640 | -0.031557 | 0.037281 | -0.021234 | 0.053536 | -0.010939 | 0.014686 | -0.141162 | 0.048191 | -0.043941 | 0.009343 | -0.053167 | -0.100208 | -0.217816 | 0.002716 | -0.106507 | 0.106600 | -0.030210 | 0.008020 | 0.094561 | 0.015484 | 0.004252 | -0.067752 | -0.001067 | 0.003978 | -0.024691 | 0.016386 | -0.009265 | 0.019477 | -0.005457 | 0.004309 | 0.067818 | 0.000836 | -0.011366 | -0.025014 | -0.000963 | -0.029245 | 0.000508 | -0.010398 | 0.011088 | -0.054577 | 0.024594 | 0.012847 | 0.003335 | -0.038477 | -0.027348 | 0.016225 | 0.039677 | 0.063365 | 0.139891 | 0.533356 | 0.826668 | 1.000000 | 0.018128 | 0.033751 | -0.008874 | 0.047223 | 0.082969 | -0.042091 | -0.040889 | 0.103200 | -0.000959 | -0.011219 | 0.075915 | 0.005546 | -0.005052 | 0.049938 | 0.013353 | 0.005864 | 0.037319 | 0.015554 | -0.008617 | -0.027024 | -0.012089 | -0.023417 | 0.000506 | 0.011259 | 0.021747 | 0.012824 | -0.039477 | -0.029273 | 0.013286 | 0.031042 | 0.011486 | 0.027375 | -0.004929 | 0.038095 | 0.293253 | -0.034071 | 0.095038 | -0.000490 | -0.011375 | 0.080234 | 0.014472 | 0.020156 | 0.005698 | -0.000574 | 0.055395 | 0.018467 | 0.005929 | -0.036974 | -0.014157 | -0.008342 | -0.022042 | -0.014081 | 0.004150 | 0.010462 | -0.053401 | 0.023306 | 0.014879 | -0.030438 | -0.020457 | -0.031883 | -0.025861 | 0.023883 | -0.001320 | -0.013778 | -0.022983 | -0.024904 | 0.011995 | 0.037154 | 0.002106 | 0.641068 | 0.810495 | 0.199527 | 0.002016 | 0.006240 | 0.019568 | 0.049498 | 0.162959 | -0.048286 | -0.065850 | 0.029789 | -0.003014 | -0.006957 | 0.009405 | 0.019853 | -0.019709 | 0.095034 | -0.024701 | -0.014262 | 0.042103 | -0.003141 | 0.039897 | 0.033702 | -0.000927 | -0.003376 | -0.001412 | 0.044232 | -0.020758 | 0.001523 | -0.020823 | -0.008327 | -0.053630 | -0.013342 | -0.022729 | 0.013964 | 0.016740 | 0.005508 | -0.031689 | 0.032137 | -0.008226 | -0.026082 | -0.001554 | -0.035109 | 0.028902 | -0.020764 | 0.005795 | -0.022716 | -0.022885 | -0.023334 | -0.030143 | -0.018201 | 0.024482 | -0.025498 | 0.005704 |
| 188 | -0.046557 | 0.056727 | 0.001435 | -0.029602 | 0.009328 | 0.041824 | -0.015951 | 0.021117 | 0.026143 | -0.037121 | -0.004772 | 0.003448 | -0.042185 | -0.029695 | 0.014430 | -0.014741 | 0.030514 | 0.397296 | 0.204967 | 0.641489 | 0.008574 | 0.056263 | -0.027069 | -0.029138 | 0.265254 | 0.037293 | 0.153416 | -0.052557 | 0.006704 | 0.002746 | -0.041879 | 0.006596 | 0.019261 | -0.040513 | -0.012568 | 0.012974 | 0.002574 | -0.019995 | 0.004184 | -0.004276 | -0.021623 | -0.024527 | -0.003910 | -0.023915 | 0.009463 | 0.018158 | -0.030771 | 0.016813 | 0.060235 | -0.031345 | -0.023416 | -0.007323 | -0.017677 | -0.023624 | -0.032643 | -0.113647 | 0.014182 | -0.006397 | -0.002143 | 0.018128 | 1.000000 | 0.019902 | 0.009592 | 0.023377 | 0.111094 | 0.035237 | 0.044886 | -0.006783 | 0.015978 | 0.014543 | -0.003210 | -0.025832 | 0.060481 | -0.011047 | -0.021094 | -0.017634 | -0.027284 | -0.012220 | -0.012433 | -0.027906 | 0.009081 | -0.021590 | 0.009464 | -0.030847 | 0.060531 | -0.031275 | -0.004027 | -0.013320 | -0.026921 | -0.038922 | 0.975302 | 0.013842 | 0.004480 | 0.020524 | 0.020976 | 0.042068 | 0.005877 | 0.010976 | 0.010584 | -0.004113 | -0.017792 | -0.027435 | -0.022880 | 0.055240 | 0.004112 | -0.008052 | -0.017527 | -0.004540 | 0.019161 | 0.013794 | -0.055202 | 0.002985 | -0.022640 | -0.030376 | 0.026273 | 0.057657 | -0.027299 | 0.027053 | -0.011276 | -0.004606 | -0.011665 | -0.022209 | -0.015020 | 0.006149 | 0.006375 | 0.005379 | 0.004409 | 0.021894 | 0.014869 | 0.079523 | -0.029538 | 0.428588 | 0.055933 | -0.027664 | 0.010606 | 0.032613 | -0.239620 | 0.030232 | 0.027904 | -0.019592 | 0.011174 | 0.032676 | -0.038073 | 0.007960 | 0.009041 | -0.062053 | 0.006495 | -0.034638 | 0.029740 | 0.002317 | 0.030640 | -0.011360 | 0.039148 | 0.062071 | 0.012301 | -0.012135 | 0.051907 | -0.052670 | 0.012884 | -0.008033 | -0.005481 | -0.028220 | 0.020711 | -0.018629 | 0.018168 | -0.014731 | -0.001571 | 0.004228 | 0.002779 | 0.033228 | -0.014692 | 0.000546 | 0.003762 | 0.012550 | 0.049727 | -0.000125 | -0.002074 | -0.006287 | 0.004576 | 0.008740 | 0.005484 | 0.037813 | 0.047165 |
| 196 | -0.023397 | 0.003240 | -0.020661 | 0.000590 | 0.005597 | 0.009720 | -0.022183 | 0.050464 | 0.003100 | 0.009469 | -0.025396 | 0.000681 | 0.029570 | -0.018834 | 0.017839 | 0.057138 | 0.063444 | 0.001597 | 0.065588 | 0.019216 | 0.031473 | 0.406847 | -0.117921 | 0.520974 | 0.588397 | 0.161252 | 0.290001 | 0.037568 | 0.858782 | -0.385455 | 0.229701 | -0.013021 | -0.108976 | 0.282297 | -0.002333 | 0.003435 | 0.013910 | -0.010520 | -0.060933 | 0.001152 | -0.037719 | -0.065526 | -0.044704 | 0.035687 | 0.005619 | 0.021352 | -0.004234 | -0.008975 | 0.154703 | -0.009150 | 0.011342 | -0.013314 | -0.001324 | -0.009143 | -0.000665 | 0.034570 | 0.156491 | 0.014786 | 0.037321 | 0.033751 | 0.019902 | 1.000000 | 0.897346 | 0.941981 | 0.586520 | 0.539455 | 0.698696 | 0.813575 | 0.872228 | 0.859463 | 0.916792 | 0.038926 | -0.015656 | -0.011658 | -0.010559 | -0.005641 | 0.042083 | 0.004910 | -0.038425 | -0.065220 | -0.042595 | 0.036643 | 0.005621 | -0.004787 | 0.200234 | -0.009157 | -0.014353 | -0.001452 | -0.011624 | -0.002155 | 0.015854 | 0.963859 | 0.870704 | 0.931065 | 0.911411 | 0.692042 | 0.763420 | 0.851916 | 0.864062 | 0.900944 | 0.055117 | 0.569954 | 0.519470 | -0.001459 | -0.015076 | -0.014094 | -0.005957 | 0.035642 | 0.005743 | 0.019420 | 0.039848 | -0.008448 | 0.013232 | -0.002281 | -0.035421 | 0.150247 | -0.012720 | -0.015250 | 0.011269 | -0.012000 | -0.007235 | -0.001596 | 0.004857 | -0.011369 | -0.010304 | -0.012119 | 0.026372 | 0.009005 | 0.028610 | 0.043243 | 0.037394 | -0.005695 | -0.021066 | 0.067707 | 0.681579 | 0.830857 | 0.100695 | 0.388087 | 0.681039 | 0.402884 | 0.880405 | 0.384706 | 0.054098 | -0.001021 | -0.025902 | 0.016871 | 0.032885 | 0.023019 | 0.005395 | -0.030055 | 0.012182 | -0.019630 | -0.012549 | -0.014892 | 0.036748 | -0.012922 | -0.000061 | -0.043773 | 0.024026 | 0.061455 | -0.006437 | 0.005128 | 0.010144 | -0.013785 | 0.344203 | 0.008155 | 0.018039 | 0.001982 | -0.036845 | 0.000838 | -0.015344 | 0.029683 | 0.002186 | -0.013346 | 0.007289 | 0.021163 | 0.017101 | 0.019436 | 0.044501 | -0.015554 | 0.011361 | 0.071597 | 0.053376 |
| 197 | -0.019154 | -0.002687 | -0.017141 | 0.009206 | -0.005887 | 0.022308 | 0.001834 | 0.021682 | -0.009594 | 0.018839 | -0.024997 | 0.003121 | 0.043506 | -0.006856 | 0.121833 | 0.032383 | 0.104862 | 0.021588 | 0.128580 | 0.021322 | 0.058359 | 0.426106 | -0.049182 | 0.515274 | 0.575355 | 0.110323 | 0.257534 | 0.106998 | 0.863675 | -0.363263 | 0.275924 | -0.028025 | -0.100367 | 0.294067 | 0.002487 | -0.003461 | 0.009917 | -0.001336 | -0.056662 | -0.008324 | -0.051667 | -0.068915 | -0.050787 | 0.005730 | -0.005819 | -0.001335 | 0.001672 | -0.023351 | 0.084580 | -0.000253 | 0.009190 | -0.030260 | -0.011428 | -0.011446 | 0.009583 | 0.081814 | 0.119839 | -0.008027 | 0.008986 | -0.008874 | 0.009592 | 0.897346 | 1.000000 | 0.830483 | 0.569770 | 0.330645 | 0.566583 | 0.709569 | 0.816415 | 0.841704 | 0.874543 | 0.051407 | -0.022638 | -0.011267 | 0.010100 | 0.002505 | 0.050405 | 0.003276 | -0.053596 | -0.070145 | -0.052818 | 0.007750 | -0.005817 | 0.002222 | 0.110723 | -0.000287 | -0.031872 | -0.012788 | -0.013663 | 0.009771 | 0.001427 | 0.905071 | 0.982596 | 0.862160 | 0.896476 | 0.568234 | 0.638599 | 0.827396 | 0.853748 | 0.877038 | 0.067073 | 0.572983 | 0.522949 | -0.009558 | -0.016810 | 0.002963 | 0.002134 | -0.001318 | -0.011478 | -0.002500 | 0.034823 | 0.009324 | -0.003757 | 0.002437 | -0.050313 | 0.083567 | -0.001207 | -0.020405 | -0.004636 | -0.027586 | -0.020908 | -0.017570 | 0.020358 | -0.027581 | -0.023986 | -0.026552 | 0.033153 | 0.021899 | 0.023519 | 0.017086 | 0.009403 | -0.024284 | -0.072811 | 0.038423 | 0.698730 | 0.686615 | 0.049175 | 0.218136 | 0.548459 | 0.417923 | 0.848324 | 0.212021 | 0.074288 | 0.006687 | -0.011402 | 0.014631 | -0.010698 | 0.031915 | 0.004007 | -0.012566 | 0.004948 | -0.033252 | 0.004980 | -0.022253 | 0.031327 | -0.010664 | 0.006263 | -0.036519 | 0.009859 | 0.050489 | -0.019198 | 0.023466 | 0.026496 | 0.006844 | 0.313798 | 0.015793 | 0.009418 | 0.015573 | -0.033749 | 0.021043 | -0.005270 | 0.026971 | 0.013053 | -0.011897 | -0.002616 | 0.039517 | 0.034745 | 0.038080 | 0.058738 | -0.013579 | -0.005643 | 0.053303 | 0.055967 |
| 199 | -0.016829 | 0.009757 | -0.034084 | 0.016457 | 0.001512 | 0.012430 | -0.012074 | 0.046948 | -0.011525 | 0.025783 | -0.028010 | -0.000507 | 0.035462 | -0.010715 | -0.109746 | 0.052283 | -0.011132 | 0.004024 | -0.029575 | 0.036297 | -0.064887 | 0.376346 | -0.226316 | 0.514596 | 0.514126 | 0.101416 | 0.219431 | -0.011437 | 0.810928 | -0.360679 | 0.166255 | -0.010375 | -0.118456 | 0.267204 | -0.008624 | -0.018339 | -0.005187 | -0.009712 | -0.060075 | 0.007768 | -0.029992 | -0.057690 | -0.044735 | 0.039771 | 0.001606 | 0.032703 | 0.002519 | -0.011854 | 0.162162 | -0.001056 | 0.014073 | -0.023205 | -0.005625 | -0.003098 | 0.001055 | 0.001085 | 0.250600 | 0.126072 | 0.007672 | 0.047223 | 0.023377 | 0.941981 | 0.830483 | 1.000000 | 0.561687 | 0.508960 | 0.651986 | 0.800401 | 0.827128 | 0.803842 | 0.879802 | 0.044209 | -0.012865 | -0.010177 | -0.019349 | -0.001585 | 0.073563 | 0.015437 | -0.033311 | -0.062979 | -0.051391 | 0.039854 | 0.001605 | 0.002103 | 0.204436 | -0.001070 | -0.023579 | -0.006811 | -0.008699 | 0.000296 | 0.021010 | 0.903095 | 0.804205 | 0.963223 | 0.883041 | 0.645712 | 0.758368 | 0.807709 | 0.808630 | 0.867564 | 0.060195 | 0.544291 | 0.489907 | 0.004227 | -0.014393 | -0.025587 | -0.001864 | 0.029751 | -0.001819 | 0.029793 | 0.029179 | 0.003065 | 0.016315 | 0.003841 | -0.039000 | 0.158236 | -0.006474 | -0.021169 | 0.051859 | -0.023262 | -0.015662 | 0.003570 | -0.003902 | -0.022468 | -0.021291 | -0.022980 | 0.013191 | 0.007785 | 0.026676 | -0.000703 | 0.008773 | -0.029228 | 0.014591 | 0.066651 | 0.697371 | 0.938281 | 0.143259 | 0.395036 | 0.650576 | 0.435279 | 0.825670 | 0.367247 | 0.057274 | 0.023277 | -0.036102 | 0.002403 | 0.043605 | 0.032929 | -0.004387 | -0.031162 | 0.013840 | -0.019710 | -0.013608 | -0.011426 | 0.033048 | -0.009289 | 0.007543 | -0.024557 | 0.010566 | 0.061447 | -0.026726 | -0.014171 | -0.005316 | -0.019480 | 0.326622 | 0.010468 | 0.010460 | 0.003125 | -0.035681 | -0.005356 | -0.006714 | 0.023950 | -0.008852 | -0.010403 | 0.012112 | 0.022011 | 0.016520 | 0.019236 | 0.052162 | -0.018222 | 0.017493 | 0.051722 | 0.051981 |
| 200 | -0.029920 | -0.001837 | -0.006726 | 0.007700 | -0.000862 | -0.023806 | -0.020370 | 0.065260 | -0.013941 | 0.025976 | -0.036571 | 0.016848 | -0.026923 | -0.002149 | -0.018303 | 0.053269 | 0.048897 | 0.051984 | 0.062378 | 0.144150 | -0.077812 | 0.124026 | -0.082118 | 0.197507 | 0.342890 | 0.166007 | 0.385129 | -0.100615 | 0.550300 | -0.348658 | -0.022815 | -0.063791 | -0.102635 | 0.134320 | 0.005171 | 0.001462 | -0.002133 | -0.011100 | 0.021451 | 0.006088 | -0.030475 | -0.051839 | -0.038139 | -0.022007 | -0.000837 | -0.002523 | -0.004471 | -0.020925 | 0.210872 | -0.004896 | -0.003584 | -0.032341 | -0.003078 | -0.000007 | -0.013633 | -0.027525 | -0.026142 | 0.170495 | -0.011979 | 0.082969 | 0.111094 | 0.586520 | 0.569770 | 0.561687 | 1.000000 | 0.481505 | 0.672573 | 0.759045 | 0.667021 | 0.497642 | 0.712244 | 0.046783 | 0.000382 | 0.005400 | -0.003837 | -0.011312 | 0.048263 | 0.024857 | -0.028904 | -0.055924 | -0.045644 | -0.021016 | -0.000829 | -0.004232 | 0.266970 | -0.004966 | -0.033008 | -0.006036 | -0.000641 | -0.014957 | 0.108641 | 0.474694 | 0.557482 | 0.466292 | 0.517722 | 0.683786 | 0.728816 | 0.631087 | 0.513008 | 0.638511 | 0.059868 | 0.300388 | 0.336544 | 0.009695 | 0.001210 | -0.008943 | -0.011471 | -0.026184 | -0.017888 | -0.001502 | -0.015602 | 0.028203 | 0.052114 | -0.003856 | -0.022928 | 0.202255 | -0.001650 | -0.011491 | -0.015464 | -0.015794 | -0.000311 | -0.012253 | -0.023679 | -0.003226 | -0.004520 | -0.006459 | 0.019723 | 0.012075 | 0.012381 | -0.021174 | -0.015647 | -0.011328 | -0.045200 | 0.021471 | 0.475732 | 0.593554 | 0.353336 | 0.263033 | 0.375969 | 0.284933 | 0.496020 | 0.484089 | 0.073981 | 0.024517 | -0.025334 | 0.000833 | 0.022356 | -0.005194 | -0.019697 | -0.035678 | 0.021106 | 0.004138 | 0.003926 | 0.000357 | 0.014600 | 0.004595 | 0.020659 | -0.011890 | 0.020808 | 0.032715 | -0.013999 | 0.002925 | -0.017389 | -0.003750 | -0.004922 | -0.010579 | -0.036315 | 0.024367 | -0.000988 | 0.005097 | 0.010265 | 0.023970 | -0.027120 | 0.010829 | 0.011910 | -0.002672 | -0.006661 | -0.004451 | 0.029529 | -0.052761 | 0.001461 | 0.027411 | 0.060595 |
| 201 | 0.000113 | 0.005695 | -0.022558 | -0.006193 | 0.025928 | -0.015873 | -0.055341 | 0.089866 | 0.036990 | -0.066247 | -0.028765 | -0.007186 | 0.104078 | 0.035778 | 0.004884 | 0.178004 | 0.175248 | -0.052499 | 0.137683 | 0.013896 | 0.073797 | -0.057769 | 0.010003 | 0.159283 | 0.109917 | 0.164460 | 0.347017 | -0.014929 | 0.203464 | -0.104875 | 0.110348 | 0.058222 | 0.020233 | 0.029426 | -0.010137 | -0.021753 | -0.014960 | -0.016214 | -0.077147 | -0.007081 | -0.020284 | -0.032443 | -0.049829 | 0.097250 | 0.025535 | 0.053661 | -0.014512 | 0.010954 | 0.229005 | -0.023924 | 0.010600 | -0.010271 | -0.053909 | -0.021213 | -0.023320 | 0.160183 | 0.367845 | -0.102433 | -0.026503 | -0.042091 | 0.035237 | 0.539455 | 0.330645 | 0.508960 | 0.481505 | 1.000000 | 0.802128 | 0.560328 | 0.402492 | 0.298098 | 0.402691 | -0.060491 | -0.002705 | 0.020098 | 0.023026 | -0.022843 | 0.004793 | -0.017041 | -0.022549 | -0.028529 | -0.014520 | 0.094593 | 0.025538 | -0.015310 | 0.298520 | -0.023834 | -0.014173 | -0.051453 | -0.021106 | -0.024338 | 0.038288 | 0.373313 | 0.281010 | 0.367011 | 0.304220 | 0.746867 | 0.585427 | 0.323277 | 0.290102 | 0.323585 | -0.054537 | 0.127804 | 0.166227 | 0.006655 | 0.013611 | 0.022872 | -0.022926 | 0.096459 | 0.017783 | 0.055952 | 0.088658 | 0.010766 | 0.039194 | -0.010788 | -0.024058 | 0.222405 | -0.033096 | -0.018734 | 0.045721 | -0.009076 | -0.029150 | 0.007356 | 0.028521 | -0.011628 | -0.011393 | -0.012627 | 0.049473 | 0.026499 | 0.110473 | 0.067876 | -0.022583 | 0.002074 | -0.040377 | 0.119917 | 0.417107 | 0.642154 | 0.195766 | 0.869988 | 0.735572 | 0.120661 | 0.275157 | 0.589087 | -0.083919 | -0.016171 | -0.031323 | -0.029038 | 0.093030 | -0.013663 | 0.025723 | -0.067738 | -0.012300 | -0.030096 | -0.017486 | -0.002263 | -0.005440 | 0.020980 | 0.006491 | -0.042806 | -0.035366 | 0.024580 | 0.008940 | 0.013104 | 0.000663 | 0.023545 | -0.009957 | -0.024437 | 0.027064 | -0.041580 | -0.098539 | -0.014038 | -0.057561 | 0.010153 | 0.040664 | -0.004669 | 0.024771 | -0.012602 | -0.011604 | -0.015183 | 0.021649 | -0.011346 | 0.022453 | 0.063565 | 0.028805 |
| 202 | -0.017513 | 0.008953 | 0.002079 | 0.014087 | 0.008611 | -0.032401 | -0.041238 | 0.116357 | 0.023331 | -0.031094 | -0.039562 | -0.010865 | 0.074404 | 0.021937 | 0.061850 | 0.077493 | 0.113105 | 0.002525 | 0.116301 | 0.047880 | 0.083818 | 0.121418 | -0.019097 | 0.230747 | 0.262750 | 0.133819 | 0.443555 | -0.095941 | 0.423272 | -0.178438 | 0.126613 | 0.027014 | -0.068171 | 0.148381 | 0.000525 | -0.012140 | 0.001183 | -0.006045 | -0.064348 | -0.011609 | -0.048229 | -0.060680 | -0.033775 | 0.072341 | 0.008266 | 0.023301 | -0.003045 | -0.001457 | 0.342114 | -0.009716 | 0.015536 | -0.016256 | -0.032285 | -0.002889 | -0.018321 | 0.075180 | 0.152427 | -0.090854 | -0.022274 | -0.040889 | 0.044886 | 0.698696 | 0.566583 | 0.651986 | 0.672573 | 0.802128 | 1.000000 | 0.843644 | 0.689165 | 0.520236 | 0.665173 | -0.029518 | 0.003555 | -0.005226 | 0.001688 | -0.008627 | 0.000479 | -0.014088 | -0.048930 | -0.057331 | -0.018289 | 0.066526 | 0.008271 | -0.003602 | 0.439073 | -0.009679 | -0.017240 | -0.030593 | -0.002319 | -0.018161 | 0.043630 | 0.558934 | 0.522259 | 0.535420 | 0.518117 | 0.991012 | 0.878598 | 0.582759 | 0.514913 | 0.573247 | -0.021955 | 0.339645 | 0.389624 | 0.016913 | -0.008556 | -0.000602 | -0.008773 | 0.063211 | 0.009746 | 0.026499 | 0.052758 | 0.020566 | 0.037872 | -0.000245 | -0.024612 | 0.332287 | -0.013382 | -0.015550 | 0.014883 | -0.012205 | -0.020188 | 0.000340 | 0.017189 | -0.008310 | -0.008887 | -0.010993 | 0.038676 | 0.024973 | 0.076092 | 0.020256 | -0.023004 | -0.009726 | -0.039083 | 0.035018 | 0.506024 | 0.734235 | 0.200408 | 0.583477 | 0.705981 | 0.191061 | 0.486743 | 0.832294 | -0.033937 | -0.022750 | 0.015929 | -0.012375 | 0.064024 | 0.000125 | -0.008169 | -0.051356 | -0.018782 | -0.018423 | -0.006277 | 0.003159 | 0.012285 | -0.004520 | 0.013697 | -0.043169 | -0.019390 | 0.037696 | -0.005148 | 0.011340 | 0.036729 | 0.000881 | 0.062138 | -0.005127 | 0.017743 | -0.014253 | -0.065955 | -0.003428 | -0.032710 | 0.034327 | 0.017312 | -0.007668 | 0.011431 | 0.009034 | 0.006920 | 0.007199 | 0.031994 | -0.016707 | 0.007852 | 0.091914 | 0.013425 |
| 203 | -0.024940 | -0.006723 | -0.010616 | 0.004216 | -0.000232 | -0.019459 | -0.027686 | 0.089023 | -0.033409 | 0.060757 | -0.030418 | 0.011814 | 0.015697 | -0.001283 | -0.110385 | 0.062887 | -0.009327 | -0.038996 | -0.042923 | 0.003280 | -0.141143 | 0.255745 | -0.212143 | 0.379866 | 0.354577 | 0.100172 | 0.348587 | -0.123601 | 0.631225 | -0.286747 | 0.089703 | -0.037142 | -0.136655 | 0.230348 | 0.008524 | -0.040331 | -0.023940 | -0.009329 | -0.013811 | -0.008944 | -0.042860 | -0.070397 | -0.035177 | -0.008575 | -0.000275 | 0.001958 | 0.008999 | -0.044216 | 0.291684 | 0.006761 | 0.013179 | -0.042657 | -0.009280 | 0.019614 | -0.004817 | -0.009665 | -0.023934 | 0.254668 | 0.005294 | 0.103200 | -0.006783 | 0.813575 | 0.709569 | 0.800401 | 0.759045 | 0.560328 | 0.843644 | 1.000000 | 0.797247 | 0.677011 | 0.860644 | 0.031715 | -0.001933 | -0.021525 | -0.031834 | -0.007167 | 0.046716 | 0.012509 | -0.044921 | -0.071817 | -0.042985 | -0.008632 | -0.000270 | 0.008908 | 0.370632 | 0.006701 | -0.044300 | -0.012260 | 0.017432 | -0.004033 | -0.011162 | 0.715782 | 0.676705 | 0.715727 | 0.714453 | 0.862120 | 0.982709 | 0.723200 | 0.674907 | 0.795880 | 0.041259 | 0.459873 | 0.467342 | 0.015098 | -0.025794 | -0.036894 | -0.007362 | -0.011872 | -0.010311 | 0.002238 | -0.000641 | 0.007541 | 0.049319 | 0.010215 | -0.057586 | 0.281884 | 0.007718 | -0.023833 | 0.007608 | -0.037524 | -0.022877 | 0.002696 | -0.013336 | -0.031114 | -0.032732 | -0.032882 | 0.025672 | 0.017748 | 0.015117 | -0.022500 | 0.009054 | -0.013822 | -0.016595 | 0.031309 | 0.561851 | 0.803848 | 0.313422 | 0.347076 | 0.552677 | 0.315562 | 0.667001 | 0.682088 | 0.063514 | -0.005426 | 0.001761 | 0.018862 | 0.031093 | 0.039500 | -0.033186 | -0.033526 | 0.003811 | 0.006955 | 0.003056 | -0.001661 | 0.014632 | -0.017702 | 0.008104 | -0.033461 | 0.001251 | 0.045676 | -0.032326 | -0.001715 | 0.017579 | -0.028360 | 0.167102 | 0.000800 | -0.018841 | 0.022662 | -0.011966 | -0.014146 | 0.012836 | 0.039211 | -0.010618 | -0.012876 | 0.000938 | 0.005661 | 0.004204 | 0.004557 | 0.023056 | -0.038164 | 0.006587 | 0.064418 | 0.045479 |
| 204 | -0.027469 | 0.002100 | -0.002809 | 0.012983 | -0.003064 | 0.000543 | -0.012369 | 0.060010 | -0.020295 | 0.030179 | -0.030451 | 0.009433 | -0.000461 | -0.015610 | 0.022049 | 0.000512 | 0.011077 | 0.018272 | 0.025932 | 0.030060 | 0.007030 | 0.389961 | -0.076174 | 0.425851 | 0.512219 | 0.134146 | 0.282817 | -0.034289 | 0.902231 | -0.448277 | 0.142801 | -0.013623 | -0.179639 | 0.301408 | -0.001760 | -0.003715 | 0.009366 | -0.004968 | -0.044588 | 0.025630 | -0.041854 | -0.065745 | -0.034697 | 0.007643 | -0.002909 | 0.005903 | 0.001785 | 0.002820 | 0.180251 | -0.001080 | 0.011385 | -0.014306 | -0.006695 | 0.012023 | -0.021259 | -0.012870 | 0.012160 | 0.012286 | -0.000748 | -0.000959 | 0.015978 | 0.872228 | 0.816415 | 0.827128 | 0.667021 | 0.402492 | 0.689165 | 0.797247 | 1.000000 | 0.834510 | 0.869791 | 0.051507 | -0.015171 | -0.002545 | -0.011412 | 0.000803 | 0.045011 | 0.028721 | -0.040429 | -0.066558 | -0.048680 | 0.009250 | -0.002907 | 0.001556 | 0.232406 | -0.001158 | -0.014062 | -0.007406 | 0.008908 | -0.022060 | 0.009952 | 0.818638 | 0.792278 | 0.793005 | 0.816226 | 0.700728 | 0.754981 | 0.985373 | 0.871968 | 0.830817 | 0.067227 | 0.596776 | 0.590462 | -0.002427 | -0.003578 | -0.016358 | 0.000536 | -0.000346 | -0.001587 | 0.004253 | 0.013961 | -0.007631 | 0.014820 | 0.003129 | -0.018865 | 0.174035 | 0.001607 | -0.008644 | -0.004003 | -0.011668 | -0.008383 | 0.003501 | -0.026520 | -0.007257 | -0.007147 | -0.008016 | 0.006046 | -0.001774 | -0.014304 | -0.010641 | -0.001558 | -0.014405 | -0.009165 | 0.008461 | 0.620848 | 0.738499 | 0.117824 | 0.220578 | 0.553375 | 0.475308 | 0.865942 | 0.446665 | 0.060125 | 0.016168 | -0.015345 | 0.046553 | 0.017048 | -0.005819 | -0.022338 | -0.024195 | 0.001422 | -0.007200 | -0.007387 | -0.014392 | 0.036586 | -0.002575 | 0.001471 | -0.031467 | 0.049736 | 0.033782 | -0.002048 | -0.002868 | -0.006387 | -0.013355 | 0.245539 | 0.011021 | 0.010657 | 0.014023 | -0.007656 | 0.004757 | -0.000105 | 0.046700 | -0.014829 | -0.006428 | 0.000827 | 0.051690 | 0.041461 | 0.049732 | 0.055704 | -0.012580 | 0.007178 | 0.062954 | 0.030319 |
| 205 | -0.032856 | 0.007972 | -0.019800 | -0.004443 | -0.006370 | 0.048276 | -0.007796 | 0.051900 | -0.019787 | 0.041623 | -0.032935 | 0.016419 | -0.044705 | -0.041295 | 0.034279 | 0.006464 | 0.027884 | 0.043076 | 0.053140 | 0.023625 | 0.026239 | 0.503903 | -0.127695 | 0.509730 | 0.611392 | 0.116477 | 0.247610 | 0.019075 | 0.871673 | -0.342708 | 0.230439 | -0.116219 | -0.154168 | 0.328138 | -0.011461 | -0.013836 | 0.010753 | -0.011267 | -0.053888 | 0.001028 | -0.037988 | -0.047493 | -0.026391 | -0.037290 | -0.006218 | -0.004211 | 0.004380 | -0.005601 | 0.085854 | 0.001253 | 0.014884 | -0.009707 | -0.001604 | 0.008863 | -0.040026 | -0.012628 | 0.042074 | 0.046301 | 0.006529 | -0.011219 | 0.014543 | 0.859463 | 0.841704 | 0.803842 | 0.497642 | 0.298098 | 0.520236 | 0.677011 | 0.834510 | 1.000000 | 0.872557 | 0.110373 | -0.025276 | -0.009054 | -0.020526 | -0.004643 | 0.056630 | 0.009738 | -0.038144 | -0.047019 | -0.054761 | -0.033978 | -0.006218 | 0.004581 | 0.111696 | 0.001155 | -0.009163 | -0.001338 | 0.006127 | -0.040798 | 0.008267 | 0.891700 | 0.849663 | 0.854232 | 0.884258 | 0.524257 | 0.614905 | 0.842499 | 0.991697 | 0.879837 | 0.130589 | 0.614326 | 0.558086 | -0.012121 | -0.014269 | -0.025231 | -0.005001 | -0.038564 | -0.005980 | -0.008597 | -0.018061 | -0.014810 | -0.019437 | 0.005850 | -0.030957 | 0.079348 | 0.005814 | -0.011296 | -0.004144 | -0.007399 | -0.005246 | -0.007609 | -0.029215 | -0.005387 | -0.005425 | -0.006498 | -0.003808 | -0.006646 | -0.033120 | -0.023702 | 0.007470 | -0.008620 | -0.018385 | -0.013339 | 0.689036 | 0.629578 | 0.054356 | 0.174269 | 0.503288 | 0.531111 | 0.986622 | 0.212600 | 0.189205 | 0.025195 | -0.045397 | 0.035664 | 0.006240 | 0.017056 | -0.033528 | -0.017535 | 0.010773 | -0.013863 | 0.001516 | -0.023385 | 0.023273 | -0.008610 | -0.021073 | -0.044626 | 0.071380 | 0.046118 | 0.005898 | 0.002239 | 0.009466 | -0.023373 | 0.370785 | 0.010700 | 0.006586 | 0.030123 | 0.020181 | 0.020606 | 0.035648 | 0.022709 | -0.010970 | -0.016511 | -0.002813 | 0.038453 | 0.032726 | 0.038084 | 0.041874 | -0.009575 | 0.003759 | 0.058584 | 0.053645 |
| 207 | -0.029298 | -0.006351 | -0.009537 | 0.016520 | 0.004245 | -0.003503 | -0.022881 | 0.051737 | -0.023672 | 0.038784 | -0.021646 | 0.011526 | -0.003175 | -0.033606 | -0.010737 | 0.058806 | 0.045603 | -0.035115 | 0.027276 | 0.017896 | -0.049021 | 0.418970 | -0.149985 | 0.540326 | 0.581576 | 0.119777 | 0.262882 | 0.035019 | 0.859911 | -0.395097 | 0.222860 | -0.044966 | -0.131945 | 0.314853 | 0.001063 | -0.018814 | -0.005195 | -0.013688 | -0.022598 | 0.000563 | -0.041193 | -0.060874 | -0.042245 | -0.008806 | 0.004307 | 0.004561 | 0.003522 | -0.027792 | 0.168264 | 0.001082 | 0.010834 | -0.030865 | -0.018960 | -0.004452 | -0.005373 | -0.006755 | 0.034659 | 0.158817 | 0.007416 | 0.075915 | -0.003210 | 0.916792 | 0.874543 | 0.879802 | 0.712244 | 0.402691 | 0.665173 | 0.860644 | 0.869791 | 0.872557 | 1.000000 | 0.085629 | -0.011572 | -0.025370 | -0.028320 | -0.006392 | 0.075976 | 0.019018 | -0.042942 | -0.065249 | -0.057590 | -0.004977 | 0.004310 | 0.002990 | 0.215565 | 0.001028 | -0.031616 | -0.020474 | -0.006853 | -0.006900 | -0.009790 | 0.914539 | 0.867750 | 0.895306 | 0.901495 | 0.683782 | 0.816606 | 0.845403 | 0.872948 | 0.984731 | 0.102577 | 0.607597 | 0.557861 | 0.004520 | -0.031120 | -0.034640 | -0.006705 | -0.018166 | -0.004499 | 0.003977 | 0.001673 | 0.004588 | 0.023936 | 0.004769 | -0.050017 | 0.161670 | 0.001970 | -0.017743 | 0.001160 | -0.025890 | -0.021022 | -0.006735 | -0.016431 | -0.021392 | -0.020831 | -0.021940 | 0.014969 | 0.010866 | 0.000627 | -0.011864 | 0.010070 | -0.027016 | -0.029375 | 0.022885 | 0.660921 | 0.743859 | 0.237144 | 0.242438 | 0.566503 | 0.412753 | 0.880501 | 0.402784 | 0.120940 | 0.016686 | -0.029300 | 0.020367 | 0.015572 | 0.034794 | -0.021692 | -0.021933 | 0.025475 | -0.007099 | -0.000192 | -0.011185 | 0.032006 | -0.023905 | -0.008652 | -0.019645 | 0.013373 | 0.054706 | -0.024824 | -0.007100 | -0.002615 | -0.028682 | 0.358177 | 0.008785 | -0.005571 | 0.017818 | -0.010341 | 0.004830 | 0.006894 | 0.029521 | -0.005719 | -0.005547 | 0.005542 | 0.011950 | 0.008493 | 0.010299 | 0.029620 | -0.027124 | 0.002861 | 0.057852 | 0.035367 |
| 208 | -0.038483 | -0.066794 | -0.029961 | -0.020699 | -0.004920 | 0.037775 | -0.021682 | -0.016114 | -0.074772 | 0.077616 | 0.022051 | 0.022480 | -0.088291 | -0.066632 | -0.007390 | 0.031454 | 0.020641 | 0.000847 | 0.023675 | -0.008002 | -0.001773 | 0.113690 | -0.021496 | 0.074895 | 0.036666 | 0.023513 | 0.074988 | -0.008067 | 0.093804 | 0.048253 | 0.075019 | 0.002162 | -0.066236 | 0.106922 | -0.027687 | -0.073062 | -0.052285 | -0.023560 | 0.048844 | 0.026435 | -0.006436 | -0.011354 | -0.025762 | -0.132949 | -0.004703 | -0.066279 | 0.035166 | 0.049609 | -0.044176 | 0.035349 | 0.030831 | -0.000169 | 0.029519 | -0.017418 | -0.033941 | -0.069041 | -0.029584 | 0.075132 | -0.007231 | 0.005546 | -0.025832 | 0.038926 | 0.051407 | 0.044209 | 0.046783 | -0.060491 | -0.029518 | 0.031715 | 0.051507 | 0.110373 | 0.085629 | 1.000000 | -0.030890 | -0.015199 | -0.012591 | -0.021321 | 0.038187 | 0.027674 | -0.001683 | -0.002161 | -0.046939 | -0.134378 | -0.004699 | 0.036073 | -0.050130 | 0.035286 | 0.001566 | 0.028737 | -0.016960 | -0.035316 | -0.030825 | 0.061234 | 0.068410 | 0.067914 | 0.073906 | -0.026662 | 0.016373 | 0.063540 | 0.102799 | 0.094466 | 0.963688 | 0.114551 | 0.107846 | -0.031354 | -0.008939 | -0.006681 | -0.021306 | -0.127696 | -0.015803 | -0.062383 | -0.004373 | 0.008620 | 0.054093 | 0.035364 | -0.018690 | -0.050322 | 0.038205 | -0.040994 | -0.004613 | 0.010569 | 0.025360 | -0.023611 | -0.055986 | 0.024153 | 0.019484 | 0.024045 | -0.089313 | -0.027508 | -0.125120 | -0.035965 | -0.006144 | -0.020981 | -0.000166 | -0.057163 | 0.067918 | 0.002682 | 0.095711 | -0.065828 | -0.066277 | 0.316848 | 0.105897 | -0.053404 | 0.800540 | 0.013456 | -0.010842 | 0.034454 | -0.042417 | -0.018230 | -0.064798 | -0.007617 | -0.001285 | -0.001508 | 0.002016 | -0.027097 | -0.019824 | -0.007174 | 0.009127 | -0.001159 | 0.036522 | 0.022928 | 0.032253 | 0.037994 | -0.001829 | -0.009274 | 0.026661 | -0.019431 | -0.026892 | 0.053390 | 0.089996 | 0.081329 | 0.065488 | -0.010664 | -0.024567 | -0.013181 | -0.033751 | -0.006246 | -0.003695 | -0.002074 | -0.017079 | -0.016115 | 0.043542 | -0.002409 | -0.022763 |
| 223 | -0.023147 | -0.021081 | 0.016448 | 0.012984 | -0.010286 | -0.011004 | -0.006252 | 0.006374 | -0.022357 | -0.004109 | -0.021149 | 0.025661 | 0.048626 | 0.024508 | -0.012228 | 0.012105 | 0.002786 | -0.002581 | 0.000821 | 0.008464 | -0.001598 | 0.006188 | -0.011707 | -0.000734 | -0.008172 | 0.001535 | -0.003532 | 0.002632 | -0.018326 | 0.012951 | -0.002187 | 0.044696 | 0.005683 | -0.007030 | -0.063731 | 0.050703 | -0.024287 | 0.004167 | -0.019311 | -0.006027 | -0.022450 | -0.005763 | -0.018885 | -0.001163 | -0.010417 | -0.015286 | -0.018533 | -0.040891 | -0.004567 | -0.020512 | -0.008575 | -0.034692 | -0.034247 | -0.047555 | 0.001554 | 0.009427 | 0.005955 | -0.011783 | -0.010200 | -0.005052 | 0.060481 | -0.015656 | -0.022638 | -0.012865 | 0.000382 | -0.002705 | 0.003555 | -0.001933 | -0.015171 | -0.025276 | -0.011572 | -0.030890 | 1.000000 | 0.061175 | 0.053448 | -0.002497 | -0.043835 | -0.008432 | -0.014398 | -0.005411 | -0.017052 | -0.000186 | -0.010417 | -0.017985 | -0.001633 | -0.020412 | -0.034455 | -0.035685 | -0.044745 | 0.004098 | 0.055726 | -0.014425 | -0.021006 | -0.011795 | -0.019401 | 0.002504 | 0.000344 | -0.018399 | -0.023934 | -0.011276 | -0.019740 | -0.023280 | -0.018385 | 0.978803 | 0.061770 | 0.047448 | -0.002460 | -0.012871 | -0.020195 | -0.011155 | -0.016484 | -0.018254 | 0.007191 | -0.017898 | -0.028047 | -0.007469 | -0.022956 | 0.013403 | 0.002060 | -0.028474 | -0.028148 | -0.053069 | -0.007996 | -0.022936 | -0.023296 | -0.022543 | 0.001120 | 0.014876 | -0.016284 | 0.011958 | -0.010573 | 0.049434 | 0.001582 | -0.026316 | -0.023569 | -0.010798 | -0.006095 | -0.004546 | 0.002416 | -0.041409 | -0.025158 | 0.010552 | -0.052629 | -0.024773 | 0.030748 | -0.017892 | 0.009053 | -0.000498 | 0.023002 | 0.006165 | -0.005506 | -0.025203 | 0.373128 | 0.996677 | -0.027450 | 0.056765 | -0.001025 | 0.022143 | -0.044372 | 0.001572 | -0.019057 | 0.000119 | -0.016600 | 0.066881 | 0.009446 | -0.002068 | 0.030541 | -0.004528 | -0.061804 | -0.007996 | -0.055519 | -0.021098 | 0.005237 | 0.027238 | 0.000965 | 0.002504 | 0.002391 | 0.001301 | 0.004871 | 0.048860 | -0.011547 | 0.023060 | -0.001068 |
| 225 | -0.015300 | 0.038764 | 0.047563 | -0.030584 | 0.012493 | 0.012131 | -0.017073 | 0.011028 | 0.031185 | -0.019202 | -0.039061 | 0.003870 | -0.050241 | -0.021316 | -0.008908 | 0.011003 | -0.000956 | -0.029566 | -0.011909 | -0.019825 | 0.008466 | 0.036629 | -0.011648 | -0.014972 | -0.025276 | 0.019983 | 0.017868 | -0.009226 | -0.006250 | 0.004073 | -0.019162 | 0.027842 | -0.029366 | 0.004452 | 0.079688 | -0.018081 | -0.007950 | 0.022928 | 0.050203 | -0.015666 | -0.003239 | 0.033382 | 0.031669 | 0.009288 | 0.012693 | 0.010654 | -0.023933 | -0.035340 | -0.027003 | -0.024523 | -0.020443 | -0.006524 | 0.014695 | -0.037630 | 0.019189 | -0.030172 | 0.023611 | 0.012836 | 0.052135 | 0.049938 | -0.011047 | -0.011658 | -0.011267 | -0.010177 | 0.005400 | 0.020098 | -0.005226 | -0.021525 | -0.002545 | -0.009054 | -0.025370 | -0.015199 | 0.061175 | 1.000000 | 0.676597 | 0.023630 | -0.005913 | -0.045714 | -0.004490 | 0.034335 | 0.032703 | 0.012887 | 0.012689 | -0.023577 | -0.025217 | -0.024509 | -0.003689 | 0.015235 | -0.035836 | 0.026189 | -0.001138 | -0.019609 | -0.011576 | -0.017511 | -0.001924 | -0.007227 | -0.020600 | -0.000173 | -0.008201 | -0.028956 | -0.020943 | -0.016791 | -0.010612 | 0.073766 | 0.963470 | 0.673273 | 0.023698 | 0.026675 | 0.020217 | 0.006561 | -0.025821 | -0.005523 | -0.019018 | -0.023588 | -0.011920 | -0.031259 | -0.024606 | 0.049386 | 0.039216 | 0.002526 | 0.013504 | -0.027744 | -0.003930 | 0.016111 | 0.009835 | 0.010909 | 0.017195 | -0.014165 | -0.013189 | 0.047873 | 0.054706 | 0.013055 | 0.019546 | -0.053290 | -0.003134 | -0.000061 | 0.012692 | 0.014434 | -0.019624 | -0.032646 | -0.010277 | -0.006121 | -0.034221 | -0.037900 | -0.021548 | -0.033454 | 0.005178 | 0.008077 | 0.011280 | -0.007343 | 0.016003 | 0.003825 | -0.008610 | 0.055645 | 0.016465 | 0.993071 | -0.010748 | 0.005277 | 0.049499 | 0.026486 | 0.034521 | 0.056264 | 0.034789 | 0.702286 | -0.024016 | 0.022570 | 0.017220 | 0.036967 | -0.056770 | 0.035229 | -0.037708 | 0.019619 | 0.033475 | 0.025282 | -0.022503 | 0.029685 | 0.027869 | 0.029923 | 0.016646 | 0.036622 | 0.000029 | 0.038228 | 0.019946 |
| 250 | 0.008180 | 0.010467 | 0.018057 | -0.040013 | 0.009458 | 0.023796 | 0.001551 | -0.007850 | 0.032908 | -0.031776 | -0.039557 | -0.037866 | -0.003363 | -0.031408 | 0.055086 | 0.022943 | 0.046299 | -0.056705 | 0.030886 | -0.011865 | 0.033680 | -0.006035 | 0.045792 | -0.013037 | -0.022807 | 0.035833 | 0.034331 | 0.027832 | -0.015378 | 0.003136 | 0.018503 | 0.067506 | -0.014372 | -0.005722 | 0.084469 | -0.015243 | 0.020353 | 0.026008 | 0.001150 | -0.024752 | 0.005800 | 0.013183 | 0.024735 | 0.004525 | 0.009416 | -0.010790 | -0.016990 | -0.031010 | -0.013968 | -0.022261 | -0.001956 | -0.016238 | -0.004063 | -0.010881 | 0.021762 | 0.026993 | 0.032877 | -0.041986 | 0.032371 | 0.013353 | -0.021094 | -0.010559 | 0.010100 | -0.019349 | -0.003837 | 0.023026 | 0.001688 | -0.031834 | -0.011412 | -0.020526 | -0.028320 | -0.012591 | 0.053448 | 0.676597 | 1.000000 | 0.021031 | 0.011667 | -0.046793 | 0.002408 | 0.013104 | 0.026961 | 0.004797 | 0.009412 | -0.017029 | -0.012903 | -0.022191 | -0.014207 | -0.004283 | -0.006267 | 0.022095 | -0.013607 | -0.017306 | 0.001820 | -0.022881 | -0.010437 | -0.001643 | -0.031707 | -0.010633 | -0.020014 | -0.033419 | -0.009252 | -0.021594 | -0.017452 | 0.061233 | 0.646374 | 0.974615 | 0.021062 | 0.019359 | 0.008866 | -0.012962 | 0.004026 | -0.022712 | -0.026090 | -0.015345 | -0.022154 | -0.016921 | -0.026021 | 0.041816 | 0.004256 | -0.002046 | 0.004340 | -0.021020 | -0.001496 | 0.009644 | 0.006380 | 0.007530 | 0.034870 | 0.020230 | 0.034012 | 0.021912 | 0.036085 | -0.011647 | -0.005309 | -0.021417 | -0.000208 | -0.012269 | 0.004124 | 0.011370 | -0.011419 | -0.036840 | -0.020912 | -0.003037 | -0.050453 | -0.027522 | 0.043542 | -0.001840 | 0.002915 | 0.009027 | 0.031048 | -0.029319 | -0.001576 | -0.009860 | -0.004115 | 0.047182 | 0.026581 | 0.675112 | -0.012646 | -0.001125 | 0.011002 | 0.007014 | 0.011808 | 0.237424 | 0.019707 | 0.985971 | -0.028077 | 0.018953 | 0.007039 | 0.025767 | -0.070644 | 0.026946 | -0.042791 | 0.016909 | 0.017945 | 0.020026 | -0.016350 | 0.017044 | 0.015737 | 0.016874 | 0.004559 | 0.082655 | 0.002583 | 0.060942 | 0.006964 |
| 252 | -0.004230 | -0.003781 | 0.015614 | 0.039671 | -0.000519 | -0.041630 | 0.022686 | -0.014996 | 0.012150 | -0.010180 | 0.001351 | 0.004202 | 0.031442 | 0.011143 | -0.025028 | 0.004294 | -0.008203 | 0.000890 | -0.013687 | 0.016819 | -0.017842 | -0.019943 | -0.019544 | -0.010314 | 0.011722 | 0.027758 | 0.024833 | -0.023527 | 0.001574 | 0.004262 | -0.019789 | 0.008916 | -0.005376 | -0.007868 | 0.014709 | -0.014364 | -0.003153 | 0.986193 | 0.011784 | 0.002805 | -0.007235 | -0.027474 | -0.002223 | -0.008549 | -0.000862 | 0.000716 | -0.005163 | -0.017897 | -0.002102 | -0.000840 | -0.015187 | -0.010745 | -0.009572 | -0.016428 | 0.031215 | 0.002917 | -0.017298 | -0.004800 | -0.004491 | 0.005864 | -0.017634 | -0.005641 | 0.002505 | -0.001585 | -0.011312 | -0.022843 | -0.008627 | -0.007167 | 0.000803 | -0.004643 | -0.006392 | -0.021321 | -0.002497 | 0.023630 | 0.021031 | 1.000000 | 0.004109 | 0.000262 | -0.005612 | -0.029720 | 0.001526 | -0.004507 | -0.000865 | -0.003603 | -0.001335 | -0.000854 | -0.007571 | -0.009781 | -0.016507 | 0.033877 | -0.014187 | -0.002888 | 0.002752 | 0.000283 | 0.001710 | -0.004534 | -0.002925 | 0.000772 | -0.002644 | -0.003106 | -0.023686 | -0.003291 | -0.005689 | -0.005712 | 0.035774 | 0.028496 | 0.999991 | -0.020934 | 0.002265 | 0.004999 | -0.028886 | -0.027854 | 0.040814 | -0.006874 | -0.009339 | -0.001904 | -0.001974 | -0.006050 | 0.010148 | -0.006306 | -0.005983 | -0.013035 | -0.022780 | -0.004711 | -0.003562 | -0.003175 | 0.012315 | 0.023734 | 0.019794 | -0.012922 | -0.005074 | -0.028200 | -0.002291 | -0.019353 | -0.014091 | -0.003261 | -0.029471 | -0.030544 | -0.023104 | -0.011482 | -0.003116 | -0.000259 | -0.023216 | -0.000371 | -0.008514 | -0.017108 | 0.001264 | -0.015688 | -0.011868 | 0.058375 | -0.011657 | -0.004416 | 0.000361 | -0.003319 | -0.012021 | 0.025456 | -0.020483 | -0.018524 | 0.005620 | -0.020091 | -0.014431 | -0.000745 | -0.002852 | 0.022104 | 0.237132 | 0.995804 | 0.003302 | 0.031068 | -0.002768 | -0.001116 | -0.022870 | 0.058703 | 0.005654 | -0.015478 | 0.001676 | -0.005791 | -0.005905 | -0.005894 | -0.008353 | -0.024019 | -0.005399 | -0.013656 | -0.006634 |
| 268 | -0.024374 | 0.055382 | -0.086716 | -0.132485 | -0.012915 | 0.094769 | 0.007846 | 0.043453 | -0.006481 | 0.004968 | 0.029825 | 0.058073 | -0.047860 | -0.011001 | 0.088780 | 0.070546 | 0.127697 | -0.011358 | 0.122150 | 0.063162 | 0.020150 | -0.038009 | 0.126950 | 0.161019 | -0.015529 | -0.117645 | -0.102331 | 0.198867 | 0.046244 | -0.134068 | 0.166252 | -0.051976 | 0.110703 | -0.035730 | -0.039994 | -0.026982 | 0.019946 | -0.005676 | -0.028014 | 0.061289 | -0.014900 | -0.028696 | -0.063277 | -0.033922 | -0.012685 | 0.035665 | 0.047886 | -0.008297 | 0.004401 | 0.041817 | 0.058149 | 0.034182 | 0.031358 | 0.004322 | -0.004790 | 0.013915 | 0.112716 | 0.084702 | -0.033368 | 0.037319 | -0.027284 | 0.042083 | 0.050405 | 0.073563 | 0.048263 | 0.004793 | 0.000479 | 0.046716 | 0.045011 | 0.056630 | 0.075976 | 0.038187 | -0.043835 | -0.005913 | 0.011667 | 0.004109 | 1.000000 | 0.082984 | -0.010657 | -0.026510 | -0.028595 | -0.035140 | -0.012686 | 0.046289 | 0.004662 | 0.041675 | 0.032510 | 0.028411 | 0.003189 | -0.002170 | -0.021347 | 0.041903 | 0.045910 | 0.066144 | 0.060642 | -0.001846 | 0.035031 | 0.047735 | 0.056795 | 0.070151 | 0.035486 | 0.004563 | -0.009265 | -0.031329 | -0.006901 | 0.010060 | 0.004099 | 0.025816 | -0.055416 | 0.024428 | -0.006554 | 0.009619 | -0.030049 | 0.049858 | -0.030294 | -0.008039 | 0.034570 | 0.029518 | 0.042671 | 0.030702 | 0.033047 | 0.004715 | 0.000717 | 0.033824 | 0.031724 | 0.032718 | 0.011588 | 0.040219 | -0.008529 | -0.072486 | -0.035486 | -0.122942 | 0.008609 | 0.047390 | 0.104108 | 0.067681 | 0.077194 | 0.045399 | 0.046749 | 0.122691 | 0.062249 | -0.002881 | 0.088930 | 0.047388 | -0.101615 | 0.012934 | -0.011994 | -0.004029 | -0.075216 | -0.000906 | 0.069744 | -0.013542 | -0.033186 | -0.039897 | 0.026933 | -0.000903 | 0.026156 | -0.000121 | -0.023013 | 0.014103 | -0.094302 | -0.018440 | 0.004889 | 0.008867 | 0.031155 | -0.001263 | 0.018316 | 0.084363 | -0.001352 | 0.014405 | 0.060681 | -0.049830 | 0.021512 | 0.005617 | 0.056629 | 0.011304 | 0.007242 | 0.004471 | -0.003158 | -0.010013 | -0.000598 | -0.031775 | 0.006811 |
| 270 | -0.069232 | 0.041599 | -0.022980 | 0.054943 | -0.025923 | -0.040559 | 0.006445 | 0.011273 | -0.067282 | 0.032574 | 0.010905 | 0.039564 | 0.011405 | 0.008672 | -0.005597 | -0.034071 | -0.030234 | 0.037240 | -0.015484 | 0.028612 | -0.003904 | -0.031151 | 0.014344 | 0.023223 | -0.026559 | -0.080868 | -0.075360 | 0.016074 | 0.023661 | -0.042757 | 0.010908 | -0.025893 | -0.024329 | 0.045462 | -0.031020 | -0.052036 | -0.024971 | -0.002056 | 0.011340 | 0.946474 | -0.099904 | -0.092968 | -0.035713 | 0.033616 | -0.026089 | -0.017605 | 0.017669 | -0.009234 | 0.007681 | 0.015621 | 0.021999 | -0.024538 | -0.045233 | 0.022299 | -0.001965 | -0.033204 | -0.004651 | 0.038224 | -0.003403 | 0.015554 | -0.012220 | 0.004910 | 0.003276 | 0.015437 | 0.024857 | -0.017041 | -0.014088 | 0.012509 | 0.028721 | 0.009738 | 0.019018 | 0.027674 | -0.008432 | -0.045714 | -0.046793 | 0.000262 | 0.082984 | 1.000000 | -0.109621 | -0.100154 | -0.040438 | 0.034577 | -0.026082 | 0.016623 | 0.003914 | 0.015568 | -0.028295 | -0.047111 | 0.020363 | -0.004743 | -0.017335 | 0.005077 | 0.002173 | 0.012913 | 0.014428 | -0.013405 | 0.008186 | 0.033956 | 0.018218 | 0.017658 | 0.035976 | 0.046129 | 0.041414 | 0.001883 | -0.048984 | -0.050408 | 0.000397 | 0.010282 | -0.027614 | -0.013639 | 0.017275 | -0.029134 | -0.010079 | 0.018540 | -0.017532 | 0.003025 | 0.019101 | -0.025004 | 0.010217 | -0.031871 | -0.042666 | 0.005566 | -0.037536 | -0.039311 | -0.039280 | -0.038975 | -0.019454 | -0.009404 | -0.011791 | -0.017704 | -0.006194 | -0.033882 | -0.031199 | 0.032280 | 0.033158 | 0.015833 | 0.058967 | 0.015427 | 0.021894 | 0.068982 | 0.014763 | -0.014230 | 0.047007 | 0.014964 | -0.024729 | 0.037425 | -0.063855 | -0.014097 | 0.001753 | 0.000077 | -0.019179 | -0.012079 | -0.008162 | -0.006129 | 0.091305 | -0.038658 | -0.005824 | 0.005252 | -0.055755 | -0.008090 | -0.009538 | -0.031474 | 0.001758 | -0.042612 | -0.004042 | -0.001239 | -0.008992 | -0.004321 | 0.162511 | -0.028165 | -0.019241 | -0.039263 | -0.016132 | -0.034298 | 0.016736 | -0.018039 | -0.020699 | -0.019465 | -0.006639 | -0.010013 | 0.008659 | -0.031872 | -0.028253 |
| 271 | 0.155582 | -0.035679 | 0.053480 | 0.009293 | 0.013104 | -0.022838 | -0.053940 | 0.024291 | 0.062480 | -0.064588 | -0.027880 | 0.015363 | -0.062476 | -0.042335 | -0.058021 | 0.011549 | -0.023668 | -0.034305 | -0.049317 | -0.037926 | -0.016127 | 0.034662 | -0.057358 | -0.039348 | -0.004589 | 0.054283 | 0.017112 | -0.040737 | -0.026390 | 0.024177 | -0.061572 | 0.004246 | 0.007138 | -0.039740 | -0.023304 | -0.017699 | 0.030935 | 0.000491 | -0.009439 | -0.112452 | 0.971265 | 0.688515 | 0.006634 | 0.042780 | 0.013442 | 0.065639 | -0.021174 | -0.000600 | -0.007574 | -0.019237 | -0.024615 | 0.082372 | 0.034797 | -0.030784 | -0.021587 | -0.043428 | -0.039200 | -0.010195 | -0.008882 | -0.008617 | -0.012433 | -0.038425 | -0.053596 | -0.033311 | -0.028904 | -0.022549 | -0.048930 | -0.044921 | -0.040429 | -0.038144 | -0.042942 | -0.001683 | -0.014398 | -0.004490 | 0.002408 | -0.005612 | -0.010657 | -0.109621 | 1.000000 | 0.703859 | 0.015781 | 0.046004 | 0.013442 | -0.021229 | -0.011171 | -0.019224 | 0.085660 | 0.038187 | -0.032850 | -0.024212 | -0.002946 | -0.034449 | -0.048155 | -0.032382 | -0.041372 | -0.048988 | -0.045492 | -0.034871 | -0.037704 | -0.036446 | -0.006254 | -0.054301 | -0.054543 | -0.025663 | -0.000322 | 0.004854 | -0.005607 | 0.037597 | 0.014223 | 0.062229 | -0.004515 | 0.014070 | 0.022374 | -0.021546 | 0.036984 | -0.005157 | -0.020538 | -0.010812 | 0.012025 | 0.085255 | 0.069603 | 0.005288 | -0.004764 | 0.079985 | 0.076782 | 0.083598 | -0.018677 | -0.003238 | -0.000849 | -0.001869 | -0.006743 | 0.026093 | 0.040799 | -0.001356 | -0.059555 | -0.030523 | -0.002810 | -0.029401 | -0.037132 | -0.018709 | -0.035082 | -0.043046 | -0.011918 | 0.033889 | -0.028633 | -0.022660 | 0.017859 | -0.025512 | -0.007252 | -0.035058 | 0.009879 | -0.008046 | -0.028349 | -0.012401 | -0.011349 | -0.003485 | -0.031614 | -0.003261 | 0.030720 | 0.012504 | 0.042969 | -0.003082 | 0.007457 | -0.004197 | -0.019524 | -0.006920 | 0.073041 | 0.019725 | -0.002579 | 0.047926 | 0.151765 | -0.053817 | 0.008344 | 0.056703 | -0.011857 | -0.025662 | -0.020368 | -0.023876 | -0.001612 | 0.017618 | 0.014139 | 0.007797 | 0.026889 |
| 272 | 0.151401 | -0.110727 | 0.046357 | -0.010670 | 0.008211 | 0.008511 | -0.015085 | 0.042403 | 0.047982 | -0.034439 | -0.055238 | 0.021531 | -0.071957 | -0.056588 | -0.044417 | 0.011945 | -0.014039 | -0.028068 | -0.035881 | -0.029500 | 0.006935 | 0.062221 | -0.046884 | -0.036258 | -0.014370 | 0.029453 | 0.001287 | -0.027293 | -0.054908 | 0.033685 | -0.047937 | -0.007188 | 0.037390 | -0.068706 | -0.009992 | 0.002402 | 0.020913 | -0.026835 | 0.004579 | -0.096606 | 0.671524 | 0.976838 | 0.029595 | 0.039599 | 0.008659 | 0.047120 | -0.019127 | 0.045270 | 0.019428 | -0.020149 | -0.014312 | 0.055879 | 0.037615 | -0.035759 | -0.017414 | -0.015917 | -0.037117 | -0.040714 | -0.031441 | -0.027024 | -0.027906 | -0.065220 | -0.070145 | -0.062979 | -0.055924 | -0.028529 | -0.057331 | -0.071817 | -0.066558 | -0.047019 | -0.065249 | -0.002161 | -0.005411 | 0.034335 | 0.013104 | -0.029720 | -0.026510 | -0.100154 | 0.703859 | 1.000000 | 0.030862 | 0.043187 | 0.008650 | -0.019779 | 0.011731 | -0.020111 | 0.058202 | 0.039402 | -0.037672 | -0.018970 | -0.022126 | -0.053500 | -0.065122 | -0.053743 | -0.064959 | -0.056971 | -0.067877 | -0.063467 | -0.050205 | -0.060600 | -0.001848 | -0.082256 | -0.084831 | -0.016409 | 0.037605 | 0.015203 | -0.029573 | 0.049588 | 0.007963 | 0.040519 | -0.026210 | 0.024635 | 0.021357 | -0.018599 | 0.081848 | 0.017390 | -0.018435 | 0.021080 | 0.057618 | 0.064896 | 0.063698 | 0.005724 | -0.026065 | 0.070739 | 0.070362 | 0.071682 | -0.000811 | 0.007179 | -0.004882 | -0.012738 | -0.030093 | 0.000165 | 0.026086 | -0.033056 | -0.075054 | -0.063477 | 0.000023 | -0.019696 | -0.039177 | -0.005956 | -0.048959 | -0.043542 | 0.008526 | 0.045646 | -0.039675 | -0.017169 | 0.061261 | -0.024202 | 0.012699 | -0.020718 | -0.026932 | 0.002877 | -0.026921 | -0.004528 | 0.008827 | 0.031321 | -0.058012 | -0.000184 | 0.045722 | 0.008624 | 0.060484 | -0.024448 | -0.003649 | 0.007769 | -0.002096 | -0.030319 | 0.046534 | 0.007541 | -0.035590 | 0.036987 | 0.171091 | -0.073900 | 0.001822 | 0.059721 | 0.011460 | -0.038244 | -0.037241 | -0.038144 | -0.003953 | -0.000647 | 0.002212 | -0.005934 | 0.030947 |
| 273 | -0.012819 | -0.020571 | 0.168825 | -0.329403 | 0.223024 | 0.168446 | -0.020028 | -0.017674 | 0.046031 | -0.049450 | 0.007182 | 0.010181 | -0.086387 | -0.018228 | -0.024194 | 0.026706 | -0.000410 | -0.020006 | -0.003671 | 0.012126 | -0.024314 | 0.038190 | -0.014785 | -0.033558 | -0.025412 | 0.043359 | 0.022002 | -0.020693 | -0.051025 | 0.050215 | -0.017376 | 0.007727 | -0.025706 | 0.011421 | 0.021613 | 0.024713 | 0.018805 | 0.002419 | 0.007150 | -0.040445 | -0.009049 | 0.026787 | 0.919172 | 0.051430 | 0.224324 | 0.133018 | -0.035213 | 0.032860 | 0.011212 | -0.036700 | -0.030877 | 0.069273 | 0.031275 | 0.008439 | -0.062592 | -0.074173 | -0.013356 | -0.006492 | -0.008787 | -0.012089 | 0.009081 | -0.042595 | -0.052818 | -0.051391 | -0.045644 | -0.014520 | -0.018289 | -0.042985 | -0.048680 | -0.054761 | -0.057590 | -0.046939 | -0.017052 | 0.032703 | 0.026961 | 0.001526 | -0.028595 | -0.040438 | 0.015781 | 0.030862 | 1.000000 | 0.036249 | 0.224284 | -0.036080 | 0.009631 | -0.036681 | 0.069498 | 0.035285 | 0.014871 | -0.058463 | 0.012657 | -0.046844 | -0.051812 | -0.054216 | -0.055047 | -0.018183 | -0.034748 | -0.051616 | -0.058462 | -0.057334 | -0.046517 | -0.027174 | -0.017538 | -0.023101 | 0.042515 | 0.035775 | 0.001970 | 0.247235 | 0.229488 | 0.109650 | -0.029795 | -0.012568 | -0.040317 | -0.034359 | 0.062549 | 0.016445 | -0.035313 | 0.019669 | 0.005172 | 0.062858 | 0.045275 | 0.013069 | -0.011377 | 0.047039 | 0.046801 | 0.052484 | -0.011413 | -0.027906 | 0.005362 | -0.002551 | -0.009119 | -0.004972 | 0.023929 | -0.028416 | -0.047811 | -0.043125 | -0.025683 | -0.030179 | -0.037210 | -0.063370 | -0.056827 | 0.000196 | -0.042237 | -0.038810 | -0.021313 | 0.042422 | 0.002845 | -0.017784 | -0.016278 | 0.006483 | -0.021195 | 0.072310 | 0.002170 | -0.018474 | 0.049093 | 0.030026 | 0.025200 | -0.017518 | 0.051322 | -0.003852 | 0.029633 | -0.015951 | 0.008724 | 0.024774 | -0.052238 | 0.000491 | 0.033083 | 0.039764 | 0.086359 | 0.014742 | 0.026079 | 0.030563 | -0.015874 | -0.019213 | -0.016528 | -0.010284 | -0.007168 | -0.008496 | -0.040836 | 0.013826 | -0.027947 | 0.027428 | 0.024699 |
| 274 | 0.004790 | 0.009278 | 0.029334 | 0.307743 | 0.035670 | -0.428265 | -0.046890 | -0.022461 | 0.101713 | -0.091738 | -0.022683 | -0.034163 | 0.172912 | 0.002796 | -0.034010 | 0.019205 | 0.012551 | 0.007405 | -0.003215 | -0.005572 | 0.025970 | -0.061082 | -0.010696 | 0.022019 | -0.049364 | -0.007939 | -0.033826 | 0.032780 | -0.003877 | 0.044688 | 0.033381 | 0.143996 | 0.039614 | -0.022806 | -0.001514 | 0.052504 | 0.053770 | -0.005007 | -0.058587 | 0.064865 | 0.046635 | 0.039984 | 0.006502 | 0.985728 | 0.036282 | 0.341427 | 0.011367 | -0.008084 | 0.006468 | -0.002288 | 0.046878 | 0.010359 | -0.034269 | 0.009640 | 0.076042 | 0.053917 | 0.078827 | -0.106473 | -0.014802 | -0.023417 | -0.021590 | 0.036643 | 0.007750 | 0.039854 | -0.021016 | 0.094593 | 0.066526 | -0.008632 | 0.009250 | -0.033978 | -0.004977 | -0.134378 | -0.000186 | 0.012887 | 0.004797 | -0.004507 | -0.035140 | 0.034577 | 0.046004 | 0.043187 | 0.036249 | 1.000000 | 0.036269 | 0.009500 | 0.011397 | -0.002140 | 0.007548 | -0.031851 | 0.007495 | 0.076421 | -0.013898 | 0.025020 | -0.000237 | 0.030212 | 0.002572 | 0.054147 | 0.003565 | 0.003690 | -0.030644 | -0.007999 | -0.129670 | -0.019360 | -0.019063 | 0.002160 | 0.008890 | 0.002606 | -0.004643 | 0.824994 | 0.089449 | 0.361726 | 0.069659 | 0.015720 | 0.014567 | 0.016228 | 0.058235 | 0.010596 | -0.019095 | 0.003201 | -0.014495 | -0.000296 | -0.021646 | 0.036364 | 0.060205 | -0.009816 | -0.008173 | -0.014177 | 0.047277 | 0.059640 | 0.189428 | -0.006061 | -0.017487 | -0.030814 | -0.011568 | 0.054584 | -0.006578 | 0.055091 | 0.017518 | 0.101881 | 0.148793 | -0.091628 | -0.026787 | 0.032267 | -0.186232 | -0.029868 | 0.022328 | -0.055855 | 0.040622 | -0.023081 | 0.071984 | -0.027203 | -0.013885 | -0.012473 | -0.050237 | -0.000947 | 0.052752 | 0.008322 | -0.018638 | 0.063413 | -0.068362 | -0.035305 | -0.032130 | -0.042803 | -0.010258 | -0.001121 | -0.014779 | -0.004844 | 0.040642 | -0.084005 | -0.122680 | -0.040917 | -0.073712 | 0.048747 | 0.065281 | 0.020998 | 0.032153 | -0.046498 | -0.049507 | -0.049368 | -0.023427 | -0.023399 | -0.008326 | -0.045997 | -0.005305 |
| 275 | -0.011100 | -0.001783 | 0.095882 | -0.059730 | 0.999976 | -0.073466 | -0.002501 | 0.011275 | 0.008124 | -0.007398 | 0.004780 | -0.013028 | 0.006917 | 0.025628 | -0.012211 | 0.057663 | 0.046869 | -0.027799 | 0.029004 | 0.006966 | -0.052435 | -0.020114 | -0.008443 | 0.049284 | -0.004444 | 0.002760 | 0.005853 | 0.045203 | -0.002646 | -0.016158 | 0.032049 | 0.037183 | 0.004632 | -0.002341 | -0.006956 | -0.013725 | 0.012578 | -0.005200 | -0.047423 | -0.020734 | 0.011021 | 0.004745 | 0.194576 | 0.006932 | 1.000000 | 0.668916 | 0.000377 | -0.034966 | -0.002111 | -0.001744 | 0.006578 | -0.001845 | -0.002312 | -0.017086 | -0.018019 | -0.003265 | -0.013503 | -0.013617 | 0.008971 | 0.000506 | 0.009464 | 0.005621 | -0.005817 | 0.001605 | -0.000829 | 0.025538 | 0.008271 | -0.000270 | -0.002907 | -0.006218 | 0.004310 | -0.004699 | -0.010417 | 0.012689 | 0.009412 | -0.000865 | -0.012686 | -0.026082 | 0.013442 | 0.008650 | 0.224284 | 0.036269 | 1.000000 | 0.000463 | -0.002163 | -0.001711 | -0.003238 | -0.000391 | -0.019185 | -0.016711 | 0.010187 | 0.004503 | -0.006488 | 0.000596 | -0.001918 | 0.005146 | 0.002702 | -0.002864 | -0.003176 | 0.006534 | -0.003959 | -0.000733 | -0.004177 | -0.005694 | 0.023413 | 0.017845 | -0.001019 | 0.029455 | 0.938092 | 0.684717 | 0.000415 | -0.020296 | -0.008087 | 0.000983 | -0.032775 | -0.002090 | -0.006258 | -0.005287 | -0.009418 | -0.004353 | -0.003433 | -0.010898 | 0.020233 | -0.005143 | -0.006606 | -0.006238 | 0.024156 | 0.031372 | 0.040402 | -0.002280 | 0.011998 | 0.010246 | -0.000201 | 0.025802 | 0.002813 | -0.000598 | -0.004809 | 0.027845 | 0.014758 | -0.015509 | -0.005091 | -0.001286 | -0.024320 | -0.031319 | -0.027602 | -0.012792 | 0.017098 | 0.021832 | 0.010227 | 0.021570 | 0.020465 | -0.001311 | -0.005209 | -0.009029 | 0.002699 | 0.014418 | 0.004499 | 0.004324 | -0.002674 | -0.005022 | -0.000044 | -0.003809 | -0.005733 | 0.008828 | 0.007498 | 0.001111 | -0.012103 | -0.011328 | -0.045924 | 0.005250 | -0.021551 | -0.025856 | 0.041226 | 0.027340 | 0.005503 | -0.012459 | -0.012696 | -0.012599 | -0.004565 | 0.088322 | -0.002015 | 0.050924 | -0.013617 |
| 283 | 0.001747 | 0.001968 | 0.016481 | 0.008141 | 0.000674 | 0.019484 | 0.563988 | -0.013094 | -0.024465 | 0.023723 | -0.008303 | 0.013939 | 0.004469 | 0.011485 | 0.009178 | 0.013775 | 0.008762 | -0.045333 | -0.004598 | -0.017460 | 0.007138 | -0.001047 | -0.003320 | 0.022202 | -0.020611 | -0.016805 | -0.014273 | 0.017785 | 0.000177 | -0.012695 | 0.012383 | -0.029852 | -0.002118 | 0.002636 | 0.041768 | -0.008745 | 0.006697 | 0.000414 | -0.013705 | 0.035712 | -0.020230 | -0.017614 | -0.025329 | 0.007433 | 0.000472 | 0.003396 | 0.999522 | -0.004723 | -0.001478 | 0.991775 | 0.936241 | -0.003892 | 0.001455 | -0.018090 | -0.018645 | 0.035688 | 0.013057 | 0.038977 | 0.013895 | 0.011259 | -0.030847 | -0.004787 | 0.002222 | 0.002103 | -0.004232 | -0.015310 | -0.003602 | 0.008908 | 0.001556 | 0.004581 | 0.002990 | 0.036073 | -0.017985 | -0.023577 | -0.017029 | -0.003603 | 0.046289 | 0.016623 | -0.021229 | -0.019779 | -0.036080 | 0.009500 | 0.000463 | 1.000000 | -0.000508 | 0.991786 | -0.003989 | 0.001959 | -0.017745 | -0.019362 | -0.028373 | -0.003938 | 0.003843 | -0.000165 | 0.003452 | -0.001356 | 0.006399 | 0.001003 | 0.005714 | 0.001288 | 0.034143 | 0.003181 | 0.003654 | -0.019426 | -0.016032 | -0.012813 | -0.003546 | 0.000310 | 0.013031 | 0.000692 | -0.021917 | 0.011230 | 0.003324 | 0.997874 | -0.009466 | -0.001232 | 0.962217 | 0.000864 | 0.000909 | -0.002734 | -0.000192 | -0.019299 | -0.026093 | -0.001529 | -0.000585 | -0.000303 | -0.007410 | -0.017813 | -0.034116 | -0.002107 | 0.018304 | -0.030538 | 0.000722 | -0.008783 | 0.000372 | 0.001673 | 0.027024 | -0.016369 | -0.010795 | 0.046731 | 0.004045 | 0.003565 | 0.069579 | -0.025675 | -0.015879 | 0.028395 | 0.000271 | -0.026951 | -0.011358 | -0.005143 | 0.038065 | -0.041051 | -0.003438 | -0.018576 | 0.040549 | -0.023103 | -0.026926 | 0.016944 | -0.002002 | -0.021965 | -0.003168 | -0.009912 | -0.004224 | -0.018796 | -0.001652 | -0.004241 | -0.010694 | 0.010760 | 0.029442 | 0.003089 | 0.017704 | -0.013686 | -0.000127 | -0.000672 | 0.000965 | -0.001561 | -0.000996 | -0.001635 | 0.010066 | -0.001280 | 0.005081 | -0.024268 | -0.006680 |
| 286 | -0.018155 | -0.093081 | 0.007158 | -0.004497 | -0.002031 | -0.016178 | -0.041237 | 0.470048 | 0.001971 | -0.014008 | -0.038171 | 0.012522 | -0.005828 | 0.019332 | 0.009417 | -0.011749 | 0.004005 | 0.038982 | 0.016526 | 0.037810 | -0.007412 | 0.001340 | 0.010938 | -0.003107 | 0.038004 | 0.014699 | 0.144309 | -0.085320 | 0.035449 | -0.024637 | -0.001001 | 0.013272 | -0.019441 | 0.031669 | 0.003645 | -0.016805 | 0.010273 | 0.002596 | -0.024791 | -0.009083 | -0.004189 | 0.019343 | 0.004722 | 0.016522 | -0.002163 | -0.016549 | 0.000087 | 0.013406 | 0.990003 | -0.000793 | 0.002372 | -0.037477 | -0.040283 | -0.017218 | -0.005521 | -0.017187 | 0.007687 | 0.028449 | -0.015882 | 0.021747 | 0.060531 | 0.200234 | 0.110723 | 0.204436 | 0.266970 | 0.298520 | 0.439073 | 0.370632 | 0.232406 | 0.111696 | 0.215565 | -0.050130 | -0.001633 | -0.025217 | -0.012903 | -0.001335 | 0.004662 | 0.003914 | -0.011171 | 0.011731 | 0.009631 | 0.011397 | -0.002163 | -0.000508 | 1.000000 | -0.000685 | -0.037802 | -0.038163 | -0.018367 | -0.000206 | 0.057899 | 0.121047 | 0.072421 | 0.127503 | 0.112115 | 0.458261 | 0.424712 | 0.150255 | 0.097544 | 0.158403 | -0.050395 | 0.098541 | 0.135062 | 0.017334 | -0.011264 | -0.004726 | -0.001116 | 0.015023 | -0.004596 | -0.013487 | -0.000287 | 0.017968 | 0.027509 | 0.000507 | 0.186896 | 0.966962 | -0.007095 | -0.008361 | 0.002208 | -0.023961 | -0.027587 | -0.022050 | 0.013453 | -0.014469 | -0.013405 | -0.012857 | 0.005707 | 0.013274 | 0.018187 | -0.013619 | -0.018519 | 0.019592 | -0.011508 | 0.002705 | 0.068479 | 0.284606 | 0.102431 | 0.182429 | 0.219626 | 0.002246 | 0.090589 | 0.525417 | -0.035194 | -0.041382 | 0.015490 | -0.029690 | 0.053661 | -0.010697 | -0.055994 | -0.015383 | 0.001968 | 0.003558 | 0.006635 | -0.001659 | 0.022979 | -0.022838 | 0.049145 | -0.014346 | -0.032078 | 0.027877 | -0.018199 | -0.002116 | 0.024651 | -0.014019 | -0.009264 | -0.001052 | 0.009939 | -0.010488 | -0.001886 | -0.004893 | -0.022782 | 0.010150 | -0.002969 | -0.019622 | 0.006947 | -0.018379 | -0.019170 | -0.019000 | -0.008002 | 0.000686 | -0.000487 | 0.064870 | -0.021192 |
| 287 | 0.003504 | -0.004637 | 0.018239 | 0.007916 | -0.001547 | 0.027787 | 0.559760 | -0.010334 | -0.028447 | 0.031053 | -0.008049 | 0.016033 | -0.000293 | 0.011719 | 0.011135 | 0.011454 | 0.007594 | -0.043586 | -0.004380 | -0.018784 | 0.002634 | 0.002564 | -0.000857 | 0.019534 | -0.020282 | -0.017370 | -0.016015 | 0.017499 | -0.001014 | -0.012111 | 0.011736 | -0.031039 | -0.000515 | 0.000457 | 0.039330 | -0.012955 | 0.001814 | 0.002450 | -0.008904 | 0.034800 | -0.018540 | -0.018555 | -0.024294 | -0.005023 | -0.001705 | 0.002239 | 0.991077 | -0.012993 | -0.001252 | 0.999997 | 0.887370 | -0.009750 | 0.000855 | -0.014996 | -0.019871 | 0.039221 | 0.012962 | 0.043966 | 0.013902 | 0.012824 | -0.031275 | -0.009157 | -0.000287 | -0.001070 | -0.004966 | -0.023834 | -0.009679 | 0.006701 | -0.001158 | 0.001155 | 0.001028 | 0.035286 | -0.020412 | -0.024509 | -0.022191 | -0.000854 | 0.041675 | 0.015568 | -0.019224 | -0.020111 | -0.036681 | -0.002140 | -0.001711 | 0.991786 | -0.000685 | 1.000000 | -0.009810 | 0.001290 | -0.015231 | -0.019690 | -0.028943 | -0.006703 | 0.002492 | -0.002253 | 0.001646 | -0.006658 | 0.003785 | -0.001068 | 0.002691 | 0.000177 | 0.033957 | 0.000229 | 0.000347 | -0.021667 | -0.016492 | -0.017852 | -0.000786 | -0.009992 | 0.014682 | -0.001309 | -0.026296 | 0.009773 | -0.001296 | 0.983596 | -0.016474 | -0.000792 | 0.974910 | -0.005323 | 0.003882 | -0.005991 | -0.001299 | -0.011579 | -0.023194 | -0.002492 | -0.001766 | -0.001559 | -0.012931 | -0.019469 | -0.038787 | -0.000520 | 0.018374 | -0.027514 | -0.000788 | -0.013362 | -0.001695 | -0.002094 | 0.027474 | -0.024031 | -0.017677 | 0.045764 | 0.000817 | -0.000830 | 0.069089 | -0.028733 | -0.016063 | 0.035002 | -0.003163 | -0.026484 | -0.017852 | -0.003342 | 0.042697 | -0.042092 | -0.003348 | -0.020705 | 0.040657 | -0.023568 | -0.020174 | 0.013803 | 0.000194 | -0.020508 | -0.002367 | -0.009657 | -0.002947 | -0.023149 | -0.002754 | -0.001222 | -0.007890 | 0.008145 | 0.035900 | -0.001049 | 0.017554 | -0.016395 | -0.000373 | 0.000934 | 0.003634 | -0.006189 | -0.005963 | -0.006199 | 0.009765 | 0.001825 | -0.000058 | -0.025821 | -0.004802 |
| 294 | -0.038470 | 0.040675 | 0.017878 | -0.053258 | -0.003336 | 0.047652 | -0.028247 | -0.009648 | 0.564821 | -0.503996 | 0.192170 | -0.015008 | -0.176927 | -0.084087 | 0.014295 | -0.000727 | 0.003395 | 0.003993 | 0.011740 | 0.026760 | 0.111711 | 0.067321 | 0.000577 | -0.082246 | 0.086270 | 0.132701 | 0.103151 | -0.060889 | -0.009741 | 0.025656 | -0.062752 | -0.022856 | -0.029140 | -0.022890 | -0.014305 | -0.029598 | -0.023528 | -0.010404 | -0.035404 | -0.032805 | 0.066318 | 0.036740 | 0.070532 | 0.007106 | -0.003234 | 0.041256 | -0.003022 | 0.070262 | -0.037985 | -0.009788 | 0.029771 | 0.993240 | 0.569384 | 0.018649 | -0.045230 | -0.103483 | -0.043546 | -0.056637 | -0.017212 | -0.039477 | -0.004027 | -0.014353 | -0.031872 | -0.023579 | -0.033008 | -0.014173 | -0.017240 | -0.044300 | -0.014062 | -0.009163 | -0.031616 | 0.001566 | -0.034455 | -0.003689 | -0.014207 | -0.007571 | 0.032510 | -0.028295 | 0.085660 | 0.058202 | 0.069498 | 0.007548 | -0.003238 | -0.003989 | -0.037802 | -0.009810 | 1.000000 | 0.593935 | 0.034308 | -0.044715 | -0.004774 | -0.011112 | -0.027363 | -0.017999 | -0.027377 | -0.016741 | -0.045920 | -0.013153 | -0.007986 | -0.033376 | -0.002843 | -0.030225 | -0.019928 | -0.033764 | 0.016141 | 0.004386 | -0.007462 | 0.043928 | 0.010352 | 0.029497 | -0.052967 | -0.008692 | -0.004261 | 0.000355 | 0.064510 | -0.040248 | 0.006898 | 0.014863 | -0.019568 | 0.890253 | 0.724483 | 0.130040 | 0.083296 | 0.749644 | 0.751591 | 0.754065 | 0.008557 | -0.019832 | -0.069151 | -0.025894 | -0.018894 | -0.035477 | 0.064266 | -0.081932 | 0.002171 | -0.022874 | -0.095130 | -0.060561 | -0.055018 | 0.005525 | -0.010238 | -0.010914 | 0.014239 | -0.009599 | -0.015517 | -0.002609 | 0.019561 | 0.009770 | -0.025640 | 0.001960 | -0.030628 | -0.023385 | -0.003865 | -0.031845 | 0.035435 | -0.000650 | 0.008600 | 0.014067 | 0.152291 | -0.012405 | 0.070592 | 0.001949 | 0.009429 | -0.011773 | -0.006926 | -0.005841 | 0.107457 | 0.057008 | 0.056866 | 0.054545 | 0.012082 | -0.006900 | -0.009915 | 0.017105 | 0.018305 | -0.002294 | -0.003401 | -0.002295 | 0.006173 | 0.033562 | 0.050509 | 0.040391 | 0.081761 |
| 295 | -0.009218 | 0.033998 | 0.013097 | -0.074885 | -0.000639 | 0.051698 | 0.019128 | -0.036574 | 0.383166 | -0.072832 | 0.128940 | 0.030793 | -0.222066 | -0.126309 | 0.022262 | -0.029175 | -0.019824 | 0.006847 | -0.006852 | 0.011421 | 0.102411 | 0.096388 | -0.010230 | -0.080143 | 0.073605 | 0.085242 | 0.067595 | -0.061139 | -0.008188 | 0.004225 | -0.077135 | -0.025030 | -0.030728 | -0.017665 | 0.004987 | -0.024199 | -0.017503 | -0.010498 | 0.001527 | -0.048421 | 0.021735 | 0.014269 | 0.044527 | -0.029780 | -0.000387 | 0.014957 | 0.002106 | 0.023463 | -0.039225 | 0.001452 | 0.020575 | 0.568893 | 0.996480 | 0.024419 | -0.050068 | -0.140213 | -0.067700 | -0.004458 | -0.006271 | -0.029273 | -0.013320 | -0.001452 | -0.012788 | -0.006811 | -0.006036 | -0.051453 | -0.030593 | -0.012260 | -0.007406 | -0.001338 | -0.020474 | 0.028737 | -0.035685 | 0.015235 | -0.004283 | -0.009781 | 0.028411 | -0.047111 | 0.038187 | 0.039402 | 0.035285 | -0.031851 | -0.000391 | 0.001959 | -0.038163 | 0.001290 | 0.593935 | 1.000000 | 0.036988 | -0.049958 | -0.013712 | -0.004843 | -0.011263 | -0.008641 | -0.014099 | -0.024131 | -0.019763 | -0.006539 | -0.002598 | -0.026871 | 0.028405 | -0.024130 | -0.013105 | -0.032166 | 0.029366 | 0.004307 | -0.009611 | 0.022293 | 0.004619 | 0.005177 | -0.081981 | -0.018083 | 0.031388 | 0.003311 | 0.055437 | -0.040187 | 0.030082 | 0.001207 | -0.027489 | 0.601822 | 0.828019 | 0.106913 | 0.022614 | 0.612419 | 0.602110 | 0.606385 | -0.071034 | -0.002777 | -0.182663 | -0.012421 | -0.006837 | -0.022649 | 0.043969 | -0.109639 | -0.010384 | 0.000954 | -0.080030 | -0.082799 | -0.082179 | 0.028633 | -0.003088 | -0.004723 | 0.060107 | -0.020235 | -0.003290 | 0.014338 | -0.012145 | 0.049972 | -0.045606 | 0.033606 | -0.012120 | 0.003248 | -0.017153 | -0.033013 | -0.023591 | 0.016432 | -0.002206 | -0.011137 | 0.142075 | 0.004000 | 0.052664 | 0.002028 | -0.003741 | 0.000230 | -0.014231 | -0.008040 | 0.072665 | 0.090154 | 0.086080 | 0.039590 | 0.036422 | -0.027532 | -0.046153 | -0.002273 | -0.010064 | 0.018630 | 0.016158 | 0.020427 | 0.011868 | 0.025810 | -0.007382 | 0.015086 | 0.091831 |
| 296 | 0.013929 | 0.036893 | -0.028628 | -0.013636 | -0.019247 | -0.002760 | -0.017705 | 0.016652 | -0.043329 | 0.055953 | 0.131281 | -0.023976 | -0.032791 | -0.000500 | -0.004365 | -0.031327 | -0.032100 | 0.011433 | -0.025612 | -0.022573 | 0.011247 | 0.007035 | -0.002247 | -0.016287 | -0.019682 | -0.032118 | -0.021138 | -0.018928 | -0.007295 | -0.010126 | -0.020390 | -0.008239 | 0.005325 | -0.028225 | -0.034106 | -0.040027 | -0.009998 | -0.019564 | 0.062089 | 0.005104 | -0.038318 | -0.032362 | 0.015115 | 0.005976 | -0.019188 | -0.010093 | -0.018789 | -0.052532 | -0.024100 | -0.015170 | -0.025660 | 0.033985 | 0.039834 | 0.994649 | 0.052335 | -0.048928 | -0.031738 | 0.027790 | 0.024160 | 0.013286 | -0.026921 | -0.011624 | -0.013663 | -0.008699 | -0.000641 | -0.021106 | -0.002319 | 0.017432 | 0.008908 | 0.006127 | -0.006853 | -0.016960 | -0.044745 | -0.035836 | -0.006267 | -0.016507 | 0.003189 | 0.020363 | -0.032850 | -0.037672 | 0.014871 | 0.007495 | -0.019185 | -0.017745 | -0.018367 | -0.015231 | 0.034308 | 0.036988 | 1.000000 | 0.058128 | -0.017100 | -0.013606 | -0.014472 | -0.013490 | -0.002691 | 0.004193 | 0.017570 | 0.005590 | 0.009112 | -0.012585 | -0.015309 | -0.008289 | -0.004157 | -0.044095 | -0.032829 | -0.003829 | -0.016450 | 0.008742 | -0.025078 | -0.010443 | -0.000876 | -0.000705 | 0.040141 | -0.019779 | -0.017509 | -0.030793 | -0.008537 | -0.011175 | -0.004343 | 0.030814 | 0.035470 | 0.486057 | -0.018119 | 0.027909 | 0.024326 | 0.024146 | 0.001258 | 0.003439 | -0.004603 | -0.000983 | 0.023060 | 0.003942 | -0.022360 | 0.020656 | -0.028429 | -0.003718 | -0.006396 | -0.020791 | -0.024115 | -0.005357 | 0.002065 | 0.023699 | -0.005081 | 0.016609 | -0.002886 | -0.010832 | -0.031058 | -0.014970 | 0.013958 | 0.031972 | -0.019031 | 0.016572 | 0.008102 | -0.041145 | 0.023269 | -0.030449 | -0.053294 | 0.009423 | -0.010802 | 0.044740 | -0.026748 | 0.006226 | -0.007896 | -0.007502 | -0.020186 | -0.015302 | -0.018583 | 0.015594 | 0.010712 | 0.015838 | 0.072000 | -0.059805 | 0.014351 | -0.043837 | -0.002810 | 0.003394 | 0.006092 | 0.003508 | -0.024745 | 0.029577 | -0.020954 | 0.011792 | -0.015784 |
| 297 | 0.060713 | -0.005201 | -0.056396 | 0.041969 | -0.016190 | -0.093579 | -0.012163 | 0.037962 | 0.173248 | -0.121697 | -0.003344 | -0.134819 | 0.204863 | -0.048942 | -0.060368 | -0.005462 | -0.027025 | 0.022839 | -0.036547 | -0.005867 | -0.052526 | -0.108761 | -0.053982 | 0.003690 | -0.027376 | -0.011053 | -0.021922 | -0.010473 | -0.015974 | 0.046333 | -0.010305 | 0.038765 | -0.002478 | 0.010194 | -0.018923 | 0.032915 | 0.082601 | 0.028036 | 0.006914 | -0.016006 | -0.022033 | -0.012625 | -0.079165 | 0.077797 | -0.016725 | 0.004306 | -0.019892 | -0.004412 | 0.003523 | -0.019740 | -0.021161 | -0.039872 | -0.050336 | 0.059146 | 0.988401 | 0.003184 | -0.028112 | 0.006361 | 0.026233 | 0.031042 | -0.038922 | -0.002155 | 0.009771 | 0.000296 | -0.014957 | -0.024338 | -0.018161 | -0.004033 | -0.022060 | -0.040798 | -0.006900 | -0.035316 | 0.004098 | 0.026189 | 0.022095 | 0.033877 | -0.002170 | -0.004743 | -0.024212 | -0.018970 | -0.058463 | 0.076421 | -0.016711 | -0.019362 | -0.000206 | -0.019690 | -0.044715 | -0.049958 | 0.058128 | 1.000000 | -0.044924 | -0.000556 | 0.002829 | 0.004137 | 0.005497 | -0.018659 | 0.000702 | -0.022154 | -0.037790 | -0.000339 | -0.039588 | 0.015927 | 0.009211 | 0.018531 | 0.018766 | 0.017271 | 0.033744 | 0.064221 | -0.028097 | 0.012120 | 0.040022 | 0.026954 | 0.010115 | -0.020206 | 0.039586 | -0.011452 | -0.034659 | -0.030134 | 0.025648 | -0.056395 | -0.061983 | 0.065794 | 0.232559 | -0.085146 | -0.073676 | -0.082081 | 0.286272 | 0.273681 | 0.318016 | -0.008848 | 0.025174 | -0.040302 | 0.009483 | 0.078056 | -0.043654 | -0.001045 | 0.017834 | -0.020482 | -0.002882 | -0.080323 | -0.035250 | -0.011310 | -0.077431 | -0.042965 | 0.051248 | -0.084194 | -0.003795 | 0.014145 | 0.087255 | -0.014188 | -0.002291 | -0.027177 | -0.042986 | 0.003935 | 0.012465 | 0.021924 | 0.004612 | 0.004990 | -0.074955 | 0.020509 | -0.050184 | -0.016296 | -0.042495 | 0.009620 | -0.006565 | 0.031637 | 0.012243 | -0.057162 | -0.071176 | -0.030033 | -0.090165 | 0.001659 | 0.008665 | 0.028800 | 0.018354 | 0.013502 | 0.008888 | 0.008527 | 0.013454 | -0.008810 | -0.017163 | -0.035133 | -0.003912 |
| 324 | -0.037667 | 0.048492 | 0.000057 | -0.026751 | 0.010048 | 0.038605 | -0.015421 | 0.015857 | 0.027190 | -0.039289 | 0.007503 | -0.003368 | -0.050450 | -0.034530 | 0.017008 | -0.019740 | 0.028804 | 0.401719 | 0.204602 | 0.649429 | 0.013091 | 0.052876 | -0.028551 | -0.037118 | 0.267019 | 0.036215 | 0.149952 | -0.054811 | 0.001121 | 0.005890 | -0.048683 | 0.010599 | 0.018076 | -0.045405 | -0.010036 | 0.001899 | -0.009998 | -0.016857 | 0.002823 | -0.008130 | -0.011390 | -0.018869 | 0.001306 | -0.015999 | 0.010187 | 0.020684 | -0.028234 | 0.015733 | 0.058136 | -0.029022 | -0.021188 | -0.009511 | -0.018732 | -0.014381 | -0.038132 | -0.123550 | 0.015954 | -0.011544 | -0.010203 | 0.011486 | 0.975302 | 0.015854 | 0.001427 | 0.021010 | 0.108641 | 0.038288 | 0.043630 | -0.011162 | 0.009952 | 0.008267 | -0.009790 | -0.030825 | 0.055726 | -0.001138 | -0.013607 | -0.014187 | -0.021347 | -0.017335 | -0.002946 | -0.022126 | 0.012657 | -0.013898 | 0.010187 | -0.028373 | 0.057899 | -0.028943 | -0.004774 | -0.013712 | -0.017100 | -0.044924 | 1.000000 | 0.008920 | -0.004123 | 0.016654 | 0.013050 | 0.038864 | 0.000787 | 0.005377 | 0.003892 | -0.011214 | -0.023509 | -0.033526 | -0.029733 | 0.050490 | 0.015031 | 0.000258 | -0.014098 | 0.004310 | 0.021545 | 0.016389 | -0.049144 | 0.008531 | -0.030593 | -0.027771 | 0.025687 | 0.056318 | -0.025228 | 0.019412 | -0.004785 | -0.004048 | -0.010202 | -0.015173 | -0.025287 | 0.010910 | 0.010074 | 0.008877 | 0.005145 | 0.016974 | 0.016413 | 0.068774 | -0.038167 | 0.404435 | 0.071423 | -0.016307 | -0.000411 | 0.032562 | -0.241084 | 0.037982 | 0.036647 | -0.016557 | 0.005759 | 0.028407 | -0.039219 | 0.009458 | 0.012111 | -0.066768 | 0.010535 | -0.028427 | 0.021362 | 0.005187 | 0.037104 | -0.011765 | 0.031723 | 0.057607 | 0.016857 | -0.001250 | 0.045761 | -0.053737 | 0.014125 | -0.007653 | -0.005396 | -0.019521 | 0.031890 | -0.009237 | 0.012642 | -0.012159 | -0.005104 | 0.007824 | 0.005146 | 0.041779 | -0.011937 | -0.007388 | -0.000700 | 0.004327 | 0.048525 | 0.005378 | 0.003967 | -0.000700 | 0.011059 | 0.008965 | 0.005600 | 0.032077 | 0.039663 |
| 332 | -0.022557 | 0.004168 | -0.020073 | 0.006240 | 0.004425 | 0.013940 | -0.015646 | 0.027074 | 0.003765 | 0.010451 | -0.018804 | 0.000303 | 0.017872 | -0.035152 | 0.023034 | 0.047060 | 0.055976 | 0.002795 | 0.060810 | 0.014670 | 0.031386 | 0.467771 | -0.147780 | 0.570443 | 0.658932 | 0.143476 | 0.229688 | 0.080691 | 0.878315 | -0.360490 | 0.265034 | -0.020703 | -0.117133 | 0.318970 | -0.000159 | 0.001516 | 0.013012 | -0.010101 | -0.058676 | 0.000952 | -0.032671 | -0.052879 | -0.042200 | 0.022401 | 0.004501 | 0.015586 | -0.003364 | -0.008876 | 0.092687 | -0.006689 | 0.008285 | -0.010757 | -0.004941 | -0.011251 | 0.001652 | 0.017466 | 0.124068 | 0.020240 | 0.033651 | 0.027375 | 0.013842 | 0.963859 | 0.905071 | 0.903095 | 0.474694 | 0.373313 | 0.558934 | 0.715782 | 0.818638 | 0.891700 | 0.914539 | 0.061234 | -0.014425 | -0.019609 | -0.017306 | -0.002888 | 0.041903 | 0.005077 | -0.034449 | -0.053500 | -0.046844 | 0.025020 | 0.004503 | -0.003938 | 0.121047 | -0.006703 | -0.011112 | -0.004843 | -0.013606 | -0.000556 | 0.008920 | 1.000000 | 0.901810 | 0.961407 | 0.941647 | 0.562250 | 0.662340 | 0.817159 | 0.891380 | 0.935540 | 0.080116 | 0.623201 | 0.545668 | 0.000168 | -0.021678 | -0.020212 | -0.003270 | 0.019845 | 0.007025 | 0.013387 | 0.020339 | -0.013140 | -0.006651 | -0.002038 | -0.032794 | 0.090038 | -0.009563 | -0.012765 | 0.005821 | -0.010697 | -0.009190 | -0.005891 | 0.002067 | -0.011800 | -0.009702 | -0.011689 | 0.023361 | 0.008884 | 0.017494 | 0.029692 | 0.034150 | -0.005927 | -0.017173 | 0.051965 | 0.647921 | 0.723874 | 0.046606 | 0.264568 | 0.611570 | 0.397737 | 0.906209 | 0.236924 | 0.081589 | 0.005528 | -0.027431 | 0.014297 | 0.015097 | 0.031096 | 0.005163 | -0.014444 | 0.019967 | -0.016927 | -0.011082 | -0.013799 | 0.030815 | -0.020430 | -0.007948 | -0.038198 | 0.016386 | 0.066913 | -0.008359 | 0.004760 | 0.013855 | -0.020301 | 0.426490 | 0.014457 | 0.019007 | 0.009289 | -0.027146 | 0.004569 | -0.005455 | 0.023141 | 0.006972 | -0.012341 | 0.003346 | 0.025857 | 0.021888 | 0.024430 | 0.047569 | -0.014621 | 0.005323 | 0.060694 | 0.034720 |
| 333 | -0.016478 | -0.000372 | -0.010751 | 0.012213 | -0.006581 | 0.021404 | 0.001891 | 0.015430 | -0.011920 | 0.022220 | -0.018072 | 0.004157 | 0.033626 | -0.013308 | 0.113576 | 0.031918 | 0.099275 | 0.020930 | 0.121858 | 0.013302 | 0.062107 | 0.439292 | -0.074432 | 0.520946 | 0.587725 | 0.113949 | 0.263588 | 0.104935 | 0.873753 | -0.341493 | 0.273959 | -0.026481 | -0.107375 | 0.302504 | 0.000998 | -0.004201 | 0.007144 | -0.001601 | -0.051546 | -0.009626 | -0.045388 | -0.064293 | -0.045861 | -0.002770 | -0.006490 | -0.007695 | 0.003011 | -0.028069 | 0.055130 | 0.002530 | 0.006963 | -0.025974 | -0.009950 | -0.012098 | 0.003006 | 0.071045 | 0.107067 | -0.005062 | 0.015062 | -0.004929 | 0.004480 | 0.870704 | 0.982596 | 0.804205 | 0.557482 | 0.281010 | 0.522259 | 0.676705 | 0.792278 | 0.849663 | 0.867750 | 0.068410 | -0.021006 | -0.011576 | 0.001820 | 0.002752 | 0.045910 | 0.002173 | -0.048155 | -0.065122 | -0.051812 | -0.000237 | -0.006488 | 0.003843 | 0.072421 | 0.002492 | -0.027363 | -0.011263 | -0.014472 | 0.002829 | -0.004123 | 0.901810 | 1.000000 | 0.859026 | 0.901929 | 0.525746 | 0.598842 | 0.815291 | 0.862175 | 0.885517 | 0.083501 | 0.579531 | 0.526234 | -0.008044 | -0.015595 | -0.003230 | 0.002363 | -0.010476 | -0.010021 | -0.009063 | 0.028283 | 0.007272 | -0.013613 | 0.003318 | -0.052543 | 0.053304 | 0.003178 | -0.016355 | -0.001646 | -0.022492 | -0.016887 | -0.014622 | 0.014569 | -0.022632 | -0.019513 | -0.021660 | 0.029608 | 0.019573 | 0.016948 | 0.017563 | 0.015630 | -0.017296 | -0.065924 | 0.032713 | 0.714730 | 0.642527 | 0.036906 | 0.178790 | 0.511514 | 0.427319 | 0.848457 | 0.138661 | 0.089237 | 0.014972 | -0.014984 | 0.013792 | -0.019423 | 0.027256 | -0.001964 | -0.011276 | 0.011575 | -0.029667 | -0.002814 | -0.020603 | 0.025236 | -0.011057 | 0.000761 | -0.036351 | 0.007833 | 0.057224 | -0.020218 | 0.021025 | 0.033107 | -0.000462 | 0.315272 | 0.016333 | 0.005703 | 0.024496 | -0.029005 | 0.022937 | 0.000135 | 0.031946 | 0.009298 | -0.012083 | -0.006540 | 0.043081 | 0.038993 | 0.041914 | 0.064696 | -0.017959 | -0.003708 | 0.041811 | 0.048705 |
| 335 | -0.017414 | 0.011866 | -0.030948 | 0.019793 | 0.000463 | 0.015709 | -0.008991 | 0.024519 | -0.005022 | 0.020763 | -0.020411 | -0.001375 | 0.022869 | -0.027820 | -0.081389 | 0.047327 | -0.000621 | 0.005314 | -0.012947 | 0.031377 | -0.044997 | 0.444914 | -0.236983 | 0.569909 | 0.606402 | 0.102308 | 0.182710 | 0.040227 | 0.849197 | -0.344745 | 0.215110 | -0.014645 | -0.126860 | 0.310829 | -0.006125 | -0.014881 | -0.003296 | -0.009357 | -0.061106 | 0.005293 | -0.028051 | -0.048720 | -0.042533 | 0.027949 | 0.000597 | 0.026558 | 0.000360 | -0.011231 | 0.100828 | -0.002233 | 0.010076 | -0.018119 | -0.008016 | -0.008643 | 0.005806 | -0.008856 | 0.213146 | 0.109545 | 0.008719 | 0.038095 | 0.020524 | 0.931065 | 0.862160 | 0.963223 | 0.466292 | 0.367011 | 0.535420 | 0.715727 | 0.793005 | 0.854232 | 0.895306 | 0.067914 | -0.011795 | -0.017511 | -0.022881 | 0.000283 | 0.066144 | 0.012913 | -0.032382 | -0.053743 | -0.054216 | 0.030212 | 0.000596 | -0.000165 | 0.127503 | -0.002253 | -0.017999 | -0.008641 | -0.013490 | 0.004137 | 0.016654 | 0.961407 | 0.859026 | 1.000000 | 0.929109 | 0.537651 | 0.668784 | 0.791637 | 0.854249 | 0.918260 | 0.086816 | 0.608723 | 0.528417 | 0.005233 | -0.020587 | -0.028191 | -0.000080 | 0.017090 | 0.000135 | 0.023518 | 0.014783 | -0.001600 | -0.002428 | 0.001329 | -0.036286 | 0.098746 | -0.006180 | -0.018917 | 0.039185 | -0.018331 | -0.014590 | -0.001243 | -0.002662 | -0.019051 | -0.016975 | -0.018968 | 0.012879 | 0.008343 | 0.019034 | -0.002998 | 0.010005 | -0.024101 | 0.009797 | 0.054983 | 0.672707 | 0.825083 | 0.080707 | 0.285470 | 0.599150 | 0.427363 | 0.869723 | 0.230524 | 0.083131 | 0.022886 | -0.034292 | 0.000677 | 0.024033 | 0.040338 | -0.001938 | -0.018643 | 0.019008 | -0.017253 | -0.013235 | -0.010641 | 0.026492 | -0.016801 | -0.002085 | -0.024758 | 0.007183 | 0.067078 | -0.025220 | -0.009848 | 0.004413 | -0.023349 | 0.413544 | 0.016478 | 0.014206 | 0.008544 | -0.027898 | 0.000328 | -0.003173 | 0.017100 | -0.000775 | -0.009828 | 0.005968 | 0.026395 | 0.021380 | 0.024187 | 0.053736 | -0.016671 | 0.010814 | 0.044236 | 0.034514 |
| 336 | -0.023233 | 0.007823 | -0.023989 | 0.013443 | -0.002010 | 0.018597 | -0.005033 | 0.028727 | -0.016453 | 0.033337 | -0.028763 | 0.019537 | 0.013533 | -0.024614 | -0.017181 | 0.035508 | 0.023714 | 0.030816 | 0.035980 | -0.003461 | -0.035890 | 0.463237 | -0.174276 | 0.565731 | 0.602594 | 0.114246 | 0.253397 | 0.061285 | 0.871514 | -0.370912 | 0.239012 | -0.031670 | -0.134277 | 0.320255 | -0.003839 | -0.000573 | 0.007563 | -0.006506 | -0.038794 | 0.001692 | -0.039141 | -0.061748 | -0.039561 | -0.001278 | -0.001918 | 0.005404 | 0.003385 | -0.025716 | 0.088353 | 0.001695 | 0.009787 | -0.026778 | -0.013026 | 0.001037 | 0.009075 | 0.024357 | 0.163695 | 0.169996 | 0.267547 | 0.293253 | 0.020976 | 0.911411 | 0.896476 | 0.883041 | 0.517722 | 0.304220 | 0.518117 | 0.714453 | 0.816226 | 0.884258 | 0.901495 | 0.073906 | -0.019401 | -0.001924 | -0.010437 | 0.001710 | 0.060642 | 0.014428 | -0.041372 | -0.064959 | -0.055047 | 0.002572 | -0.001918 | 0.003452 | 0.112115 | 0.001646 | -0.027377 | -0.014099 | -0.002691 | 0.005497 | 0.013050 | 0.941647 | 0.901929 | 0.929109 | 1.000000 | 0.524076 | 0.653925 | 0.824408 | 0.890168 | 0.919631 | 0.094103 | 0.615773 | 0.546307 | -0.003749 | -0.004206 | -0.014278 | 0.001351 | -0.010113 | -0.005055 | 0.003152 | 0.006981 | -0.007982 | -0.012609 | 0.004137 | -0.050362 | 0.085153 | 0.001468 | -0.021637 | 0.011406 | -0.025189 | -0.020007 | -0.001198 | -0.002611 | -0.020586 | -0.021316 | -0.023584 | 0.021973 | 0.023145 | 0.008758 | 0.197170 | 0.262136 | 0.042499 | -0.021815 | 0.032749 | 0.684854 | 0.724399 | 0.090206 | 0.201846 | 0.532715 | 0.451758 | 0.893024 | 0.202362 | 0.100329 | 0.023720 | -0.031290 | 0.042502 | -0.002143 | 0.026543 | 0.008402 | -0.016125 | 0.027354 | -0.015095 | -0.007734 | -0.018200 | 0.025946 | -0.003394 | -0.008988 | -0.035588 | 0.015832 | 0.054195 | -0.028828 | 0.000867 | 0.008569 | -0.012762 | 0.382223 | 0.017029 | 0.002195 | 0.022912 | -0.022717 | 0.003458 | -0.000991 | 0.016767 | 0.007977 | -0.020153 | 0.001149 | 0.029734 | 0.024388 | 0.028191 | 0.046935 | -0.017854 | 0.008062 | 0.043967 | 0.039585 |
| 338 | -0.022272 | 0.009072 | 0.013134 | 0.014130 | 0.005443 | -0.032709 | -0.034137 | 0.119924 | 0.018371 | -0.021042 | -0.042651 | -0.009477 | 0.057809 | 0.017356 | 0.061119 | 0.060350 | 0.094439 | 0.003760 | 0.100852 | 0.039197 | 0.073144 | 0.136256 | -0.027860 | 0.222411 | 0.280637 | 0.129871 | 0.439085 | -0.107740 | 0.427073 | -0.177287 | 0.114458 | 0.014915 | -0.082448 | 0.159851 | 0.002293 | -0.011779 | 0.000549 | -0.002895 | -0.057931 | -0.013104 | -0.049122 | -0.059718 | -0.027492 | 0.060196 | 0.005141 | 0.015077 | -0.000858 | -0.006486 | 0.356976 | -0.006689 | 0.015389 | -0.016016 | -0.025341 | 0.003534 | -0.019172 | 0.053286 | 0.105374 | -0.075891 | -0.016789 | -0.034071 | 0.042068 | 0.692042 | 0.568234 | 0.645712 | 0.683786 | 0.746867 | 0.991012 | 0.862120 | 0.700728 | 0.524257 | 0.683782 | -0.026662 | 0.002504 | -0.007227 | -0.001643 | -0.004534 | -0.001846 | -0.013405 | -0.048988 | -0.056971 | -0.018183 | 0.054147 | 0.005146 | -0.001356 | 0.458261 | -0.006658 | -0.016741 | -0.024131 | 0.004193 | -0.018659 | 0.038864 | 0.562250 | 0.525746 | 0.537651 | 0.524076 | 1.000000 | 0.905172 | 0.587457 | 0.516755 | 0.592346 | -0.018574 | 0.359062 | 0.410749 | 0.016221 | -0.009377 | -0.003595 | -0.004687 | 0.050481 | 0.006536 | 0.018307 | 0.037944 | 0.021680 | 0.039484 | 0.001597 | -0.026649 | 0.345982 | -0.009735 | -0.011595 | 0.009283 | -0.012104 | -0.016880 | -0.001160 | 0.008775 | -0.008509 | -0.009260 | -0.010711 | 0.032151 | 0.020985 | 0.063585 | 0.016537 | -0.017353 | -0.002454 | -0.033456 | 0.018367 | 0.477580 | 0.719204 | 0.195705 | 0.517130 | 0.648070 | 0.171761 | 0.487429 | 0.869098 | -0.023925 | -0.022849 | 0.017271 | -0.008907 | 0.061410 | 0.003610 | -0.013798 | -0.045240 | -0.017918 | -0.012286 | -0.007603 | 0.001945 | 0.011788 | -0.006405 | 0.015322 | -0.038156 | -0.017019 | 0.041189 | -0.003078 | 0.008519 | 0.029043 | -0.002199 | 0.073943 | -0.000186 | 0.014895 | -0.008990 | -0.050743 | -0.004280 | -0.025643 | 0.037083 | 0.012577 | -0.012076 | 0.006755 | 0.013085 | 0.011112 | 0.011617 | 0.033539 | -0.014780 | 0.005178 | 0.099258 | 0.006829 |
| 339 | -0.024616 | -0.005718 | -0.003215 | 0.012932 | 0.002815 | -0.030489 | -0.029310 | 0.098197 | -0.024605 | 0.049336 | -0.036117 | 0.006310 | 0.028433 | -0.002221 | -0.119313 | 0.062939 | -0.012041 | -0.029162 | -0.044168 | 0.011595 | -0.140959 | 0.209170 | -0.210128 | 0.333824 | 0.325778 | 0.098882 | 0.355810 | -0.144877 | 0.540108 | -0.235881 | 0.073077 | -0.026572 | -0.129677 | 0.214666 | 0.009558 | -0.041316 | -0.028648 | -0.005451 | -0.017869 | -0.011632 | -0.042803 | -0.066113 | -0.026807 | 0.004885 | 0.002698 | 0.003296 | 0.006763 | -0.042130 | 0.333850 | 0.003813 | 0.013081 | -0.044218 | -0.017469 | 0.019545 | -0.000191 | -0.015455 | -0.019039 | 0.234342 | 0.002374 | 0.095038 | 0.005877 | 0.763420 | 0.638599 | 0.758368 | 0.728816 | 0.585427 | 0.878598 | 0.982709 | 0.754981 | 0.614905 | 0.816606 | 0.016373 | 0.000344 | -0.020600 | -0.031707 | -0.002925 | 0.035031 | 0.008186 | -0.045492 | -0.067877 | -0.034748 | 0.003565 | 0.002702 | 0.006399 | 0.424712 | 0.003785 | -0.045920 | -0.019763 | 0.017570 | 0.000702 | 0.000787 | 0.662340 | 0.598842 | 0.668784 | 0.653925 | 0.905172 | 1.000000 | 0.657686 | 0.606775 | 0.746467 | 0.025838 | 0.442213 | 0.458731 | 0.017679 | -0.024116 | -0.036462 | -0.003106 | -0.003348 | -0.006086 | 0.005093 | -0.002898 | 0.009351 | 0.048604 | 0.008184 | -0.053070 | 0.323278 | 0.002924 | -0.019488 | 0.005070 | -0.039903 | -0.028715 | 0.002363 | -0.011253 | -0.034143 | -0.036099 | -0.035957 | 0.027881 | 0.023429 | 0.028408 | -0.021887 | 0.005270 | -0.009382 | -0.014011 | 0.023393 | 0.487717 | 0.785026 | 0.309031 | 0.365065 | 0.546859 | 0.245695 | 0.595079 | 0.784516 | 0.041180 | -0.005904 | 0.010455 | 0.010770 | 0.040686 | 0.039527 | -0.028373 | -0.033791 | -0.005494 | 0.010525 | -0.001018 | 0.000150 | 0.008392 | -0.016680 | 0.012692 | -0.028685 | -0.015649 | 0.045734 | -0.034106 | -0.006799 | 0.010935 | -0.027506 | 0.159916 | 0.004931 | -0.015263 | 0.014389 | -0.017970 | -0.019136 | 0.003173 | 0.038750 | -0.003649 | -0.011103 | 0.000551 | 0.004006 | 0.002965 | 0.002892 | 0.018160 | -0.034873 | 0.003995 | 0.075016 | 0.029948 |
| 340 | -0.023229 | 0.001792 | -0.008152 | 0.012014 | -0.003091 | 0.008566 | -0.008093 | 0.039041 | -0.024395 | 0.032827 | -0.024959 | 0.011930 | -0.004736 | -0.017152 | 0.015854 | -0.001991 | 0.004772 | 0.018224 | 0.019165 | 0.028595 | 0.000543 | 0.411837 | -0.085080 | 0.445082 | 0.519226 | 0.128918 | 0.245046 | -0.010643 | 0.946637 | -0.468848 | 0.143685 | -0.014407 | -0.183598 | 0.306255 | -0.001892 | -0.000343 | 0.011798 | -0.005193 | -0.040536 | 0.031069 | -0.036367 | -0.062649 | -0.036886 | 0.000592 | -0.002865 | 0.006768 | 0.000982 | 0.005054 | 0.116306 | -0.000975 | 0.008407 | -0.013447 | -0.005604 | 0.009173 | -0.020953 | -0.014397 | 0.010715 | 0.016835 | 0.000695 | -0.000490 | 0.010976 | 0.851916 | 0.827396 | 0.807709 | 0.631087 | 0.323277 | 0.582759 | 0.723200 | 0.985373 | 0.842499 | 0.845403 | 0.063540 | -0.018399 | -0.000173 | -0.010633 | 0.000772 | 0.047735 | 0.033956 | -0.034871 | -0.063467 | -0.051616 | 0.003690 | -0.002864 | 0.001003 | 0.150255 | -0.001068 | -0.013153 | -0.006539 | 0.005590 | -0.022154 | 0.005377 | 0.817159 | 0.815291 | 0.791637 | 0.824408 | 0.587457 | 0.657686 | 1.000000 | 0.888088 | 0.822381 | 0.079668 | 0.595111 | 0.578519 | -0.006802 | -0.001132 | -0.015587 | 0.000495 | -0.006208 | -0.001263 | 0.004152 | 0.015598 | -0.011512 | 0.006587 | 0.001977 | -0.016989 | 0.112345 | 0.002512 | -0.008503 | -0.004734 | -0.011298 | -0.007865 | 0.003054 | -0.025712 | -0.007192 | -0.006680 | -0.007706 | 0.004195 | -0.004770 | -0.022205 | -0.013827 | 0.000058 | -0.017445 | -0.007593 | 0.014003 | 0.639284 | 0.693796 | 0.093756 | 0.170503 | 0.515347 | 0.517127 | 0.883152 | 0.290273 | 0.070352 | 0.022892 | -0.021025 | 0.051046 | 0.006334 | -0.009831 | -0.019550 | -0.019899 | 0.006856 | -0.007925 | -0.007260 | -0.017405 | 0.039251 | -0.000553 | -0.003329 | -0.029876 | 0.057149 | 0.029583 | -0.001650 | -0.002176 | -0.006294 | -0.012863 | 0.247636 | 0.010768 | 0.008463 | 0.018185 | -0.004457 | 0.007889 | 0.004616 | 0.045893 | -0.017581 | -0.003543 | 0.000105 | 0.057687 | 0.046553 | 0.055572 | 0.062642 | -0.013715 | 0.008340 | 0.043262 | 0.034594 |
| 341 | -0.031396 | 0.008263 | -0.019603 | 0.000108 | -0.003335 | 0.044915 | -0.006452 | 0.042530 | -0.023281 | 0.042549 | -0.030366 | 0.015727 | -0.036661 | -0.037174 | 0.031367 | 0.009426 | 0.027443 | 0.037277 | 0.050694 | 0.021826 | 0.021156 | 0.497591 | -0.122121 | 0.513784 | 0.604137 | 0.119503 | 0.243869 | 0.022204 | 0.905317 | -0.373455 | 0.223744 | -0.098599 | -0.161590 | 0.332633 | -0.006322 | -0.014655 | 0.009570 | -0.009527 | -0.055201 | 0.010147 | -0.037586 | -0.050294 | -0.030644 | -0.034312 | -0.003176 | -0.002166 | 0.005504 | -0.003179 | 0.073999 | 0.002798 | 0.014796 | -0.008168 | -0.002285 | 0.012098 | -0.037043 | -0.010350 | 0.039396 | 0.043460 | 0.007040 | -0.011375 | 0.010584 | 0.864062 | 0.853748 | 0.808630 | 0.513008 | 0.290102 | 0.514913 | 0.674907 | 0.871968 | 0.991697 | 0.872948 | 0.102799 | -0.023934 | -0.008201 | -0.020014 | -0.002644 | 0.056795 | 0.018218 | -0.037704 | -0.050205 | -0.058462 | -0.030644 | -0.003176 | 0.005714 | 0.097544 | 0.002691 | -0.007986 | -0.002598 | 0.009112 | -0.037790 | 0.003892 | 0.891380 | 0.862175 | 0.854249 | 0.890168 | 0.516755 | 0.606775 | 0.888088 | 1.000000 | 0.879012 | 0.122850 | 0.626607 | 0.574029 | -0.011219 | -0.012074 | -0.024479 | -0.003005 | -0.037367 | -0.001894 | -0.006406 | -0.013219 | -0.015944 | -0.019108 | 0.006814 | -0.031641 | 0.068422 | 0.007537 | -0.013020 | -0.004323 | -0.007645 | -0.006178 | -0.006901 | -0.028126 | -0.006635 | -0.006405 | -0.007368 | -0.000467 | -0.004198 | -0.031424 | -0.021534 | 0.008065 | -0.011169 | -0.019604 | -0.006456 | 0.699587 | 0.636436 | 0.054931 | 0.166114 | 0.506335 | 0.551169 | 0.988219 | 0.193133 | 0.168629 | 0.026986 | -0.041946 | 0.041830 | 0.003826 | 0.011589 | -0.029333 | -0.016689 | 0.010615 | -0.014556 | 0.000800 | -0.022307 | 0.023773 | -0.007456 | -0.019651 | -0.041190 | 0.069572 | 0.041719 | 0.002755 | 0.004687 | 0.009079 | -0.022505 | 0.355274 | 0.011931 | 0.008111 | 0.029605 | 0.015807 | 0.020039 | 0.029651 | 0.031555 | -0.009497 | -0.016179 | -0.005109 | 0.046329 | 0.039245 | 0.045833 | 0.047379 | -0.009651 | 0.006706 | 0.053464 | 0.049724 |
| 343 | -0.025620 | -0.008455 | -0.010406 | 0.023550 | 0.006442 | -0.006197 | -0.019502 | 0.035008 | -0.017785 | 0.031286 | -0.017426 | 0.009022 | -0.002328 | -0.045647 | -0.029129 | 0.068997 | 0.043792 | -0.039297 | 0.021075 | 0.017002 | -0.063618 | 0.445788 | -0.179894 | 0.578498 | 0.612350 | 0.115346 | 0.223428 | 0.065848 | 0.874274 | -0.383154 | 0.242543 | -0.040898 | -0.128455 | 0.327783 | 0.002363 | -0.020833 | -0.011000 | -0.011758 | -0.019843 | -0.001704 | -0.032954 | -0.055676 | -0.040892 | -0.012946 | 0.006531 | 0.005691 | 0.001773 | -0.026550 | 0.124197 | 0.000226 | 0.007057 | -0.032918 | -0.025712 | -0.009860 | 0.001751 | -0.017030 | 0.034395 | 0.176036 | 0.006428 | 0.080234 | -0.004113 | 0.900944 | 0.877038 | 0.867564 | 0.638511 | 0.323585 | 0.573247 | 0.795880 | 0.830817 | 0.879837 | 0.984731 | 0.094466 | -0.011276 | -0.028956 | -0.033419 | -0.003106 | 0.070151 | 0.017658 | -0.036446 | -0.060600 | -0.057334 | -0.007999 | 0.006534 | 0.001288 | 0.158403 | 0.000177 | -0.033376 | -0.026871 | -0.012585 | -0.000339 | -0.011214 | 0.935540 | 0.885517 | 0.918260 | 0.919631 | 0.592346 | 0.746467 | 0.822381 | 0.879012 | 1.000000 | 0.112635 | 0.626185 | 0.558540 | 0.004873 | -0.032656 | -0.038328 | -0.003452 | -0.024407 | -0.001502 | 0.005136 | -0.002902 | -0.003615 | 0.009623 | 0.002640 | -0.046067 | 0.119657 | 0.000814 | -0.017394 | -0.001823 | -0.027968 | -0.025456 | -0.007655 | -0.012246 | -0.024182 | -0.023002 | -0.024030 | 0.014836 | 0.010198 | 0.002372 | -0.017520 | 0.009419 | -0.026828 | -0.025263 | 0.025247 | 0.649781 | 0.696137 | 0.204060 | 0.194341 | 0.538703 | 0.409591 | 0.888223 | 0.289965 | 0.125600 | 0.022867 | -0.029205 | 0.016507 | 0.007687 | 0.038886 | -0.017521 | -0.016528 | 0.025069 | -0.006532 | -0.002051 | -0.010963 | 0.026305 | -0.027242 | -0.008058 | -0.021394 | 0.008151 | 0.055677 | -0.028214 | -0.007211 | -0.003541 | -0.032838 | 0.400493 | 0.013935 | -0.004079 | 0.019977 | -0.009030 | 0.006843 | 0.008559 | 0.027748 | 0.000522 | -0.003659 | 0.004127 | 0.014074 | 0.011049 | 0.012453 | 0.031907 | -0.027568 | 0.000406 | 0.044773 | 0.030853 |
| 344 | -0.036954 | -0.057460 | -0.035011 | -0.022470 | -0.004209 | 0.044044 | -0.026168 | -0.010450 | -0.065312 | 0.067427 | 0.024759 | 0.011551 | -0.087795 | -0.066232 | -0.012546 | 0.034229 | 0.020103 | 0.005170 | 0.024739 | 0.009874 | -0.001483 | 0.121360 | -0.030838 | 0.087616 | 0.056682 | 0.025072 | 0.081539 | -0.008197 | 0.109822 | 0.032642 | 0.073707 | -0.008428 | -0.080037 | 0.124389 | -0.034796 | -0.070813 | -0.044506 | -0.025672 | 0.043693 | 0.035819 | -0.009219 | -0.008962 | -0.019464 | -0.129817 | -0.003962 | -0.063391 | 0.033410 | 0.043939 | -0.044927 | 0.034014 | 0.027529 | -0.005565 | 0.028520 | -0.014642 | -0.037702 | -0.070130 | -0.015049 | 0.084365 | 0.007671 | 0.014472 | -0.017792 | 0.055117 | 0.067073 | 0.060195 | 0.059868 | -0.054537 | -0.021955 | 0.041259 | 0.067227 | 0.130589 | 0.102577 | 0.963688 | -0.019740 | -0.020943 | -0.009252 | -0.023686 | 0.035486 | 0.035976 | -0.006254 | -0.001848 | -0.046517 | -0.129670 | -0.003959 | 0.034143 | -0.050395 | 0.033957 | -0.002843 | 0.028405 | -0.015309 | -0.039588 | -0.023509 | 0.080116 | 0.083501 | 0.086816 | 0.094103 | -0.018574 | 0.025838 | 0.079668 | 0.122850 | 0.112635 | 1.000000 | 0.140324 | 0.133179 | -0.019885 | -0.012218 | -0.000475 | -0.023678 | -0.124895 | -0.014152 | -0.059835 | 0.003522 | 0.007450 | 0.057055 | 0.033472 | -0.019632 | -0.052461 | 0.036741 | -0.044497 | 0.000796 | 0.008525 | 0.025745 | -0.019156 | -0.063689 | 0.022438 | 0.018972 | 0.023789 | -0.086947 | -0.023160 | -0.123516 | -0.028038 | 0.009241 | -0.025419 | -0.005168 | -0.042137 | 0.081551 | 0.015273 | 0.092909 | -0.059074 | -0.053371 | 0.343272 | 0.124839 | -0.051377 | 0.779238 | 0.018146 | -0.021620 | 0.041326 | -0.046060 | -0.017460 | -0.059256 | -0.004979 | -0.004810 | -0.010035 | 0.003551 | -0.015282 | -0.023982 | -0.013397 | 0.020655 | -0.007923 | 0.043851 | 0.018595 | 0.041312 | 0.042379 | 0.002985 | -0.008374 | 0.034605 | -0.021609 | -0.031631 | 0.051361 | 0.078321 | 0.071630 | 0.067081 | -0.018801 | -0.033976 | -0.008291 | -0.029634 | -0.003555 | -0.001323 | -0.000776 | -0.009877 | -0.008305 | 0.031904 | 0.008217 | -0.023049 |
| 345 | 0.000941 | 0.001949 | -0.006335 | 0.015632 | -0.000780 | -0.001735 | -0.001575 | 0.008070 | -0.029391 | 0.039877 | -0.001822 | -0.006370 | -0.006888 | -0.013378 | 0.038788 | 0.002167 | 0.020492 | -0.006991 | 0.026285 | 0.014041 | -0.013888 | 0.342251 | -0.079545 | 0.364538 | 0.393091 | 0.047116 | 0.104527 | 0.060176 | 0.586248 | -0.192232 | 0.196108 | -0.054283 | -0.648162 | 0.826890 | -0.014749 | -0.034613 | 0.004091 | -0.005966 | -0.047188 | 0.033711 | -0.047923 | -0.077930 | 0.000942 | -0.020802 | -0.000733 | -0.025794 | 0.003624 | -0.031317 | 0.076543 | 0.000339 | 0.011873 | -0.028377 | -0.022469 | -0.006838 | 0.015331 | -0.031542 | 0.027952 | 0.083328 | 0.008969 | 0.020156 | -0.027435 | 0.569954 | 0.572983 | 0.544291 | 0.300388 | 0.127804 | 0.339645 | 0.459873 | 0.596776 | 0.614326 | 0.607597 | 0.114551 | -0.023280 | -0.016791 | -0.021594 | -0.003291 | 0.004563 | 0.046129 | -0.054301 | -0.082256 | -0.027174 | -0.019360 | -0.000733 | 0.003181 | 0.098541 | 0.000229 | -0.030225 | -0.024130 | -0.008289 | 0.015927 | -0.033526 | 0.623201 | 0.579531 | 0.608723 | 0.615773 | 0.359062 | 0.442213 | 0.595111 | 0.626607 | 0.626185 | 0.140324 | 1.000000 | 0.982621 | -0.014322 | -0.024930 | -0.029362 | -0.003528 | -0.029841 | 0.002595 | -0.022534 | -0.009312 | 0.000394 | -0.024338 | 0.004950 | -0.039354 | 0.074063 | 0.004742 | -0.015176 | -0.009391 | -0.027957 | -0.025127 | -0.010099 | -0.027293 | -0.027974 | -0.026781 | -0.026963 | -0.005010 | 0.001367 | -0.027493 | -0.021441 | 0.010563 | -0.053034 | -0.021391 | 0.000014 | 0.385117 | 0.418936 | 0.105842 | 0.070067 | 0.342580 | 0.346439 | 0.607597 | 0.185253 | 0.145932 | 0.020231 | -0.003451 | 0.064644 | -0.010168 | 0.054586 | -0.025656 | 0.023910 | 0.012955 | 0.009192 | -0.010896 | -0.021351 | -0.011511 | -0.014176 | -0.013931 | -0.029819 | -0.014852 | 0.024744 | 0.018885 | 0.009260 | -0.008784 | -0.024647 | 0.284052 | 0.007966 | -0.003534 | 0.037400 | 0.014535 | 0.006089 | 0.011205 | 0.050365 | 0.006417 | -0.005536 | -0.391443 | 0.090045 | 0.089965 | 0.113144 | 0.085314 | -0.022426 | -0.003688 | 0.061612 | -0.002490 |
| 346 | -0.002220 | 0.006292 | -0.001214 | 0.009595 | -0.004176 | -0.003158 | -0.001708 | 0.019806 | -0.025035 | 0.037181 | -0.006510 | -0.004968 | -0.009059 | -0.001055 | 0.051637 | -0.003398 | 0.022037 | -0.003941 | 0.032096 | 0.016358 | 0.000394 | 0.299728 | -0.055649 | 0.296443 | 0.332288 | 0.052537 | 0.142424 | 0.025509 | 0.532643 | -0.170454 | 0.160105 | -0.058492 | -0.690427 | 0.843282 | -0.017570 | -0.034199 | 0.006722 | -0.006623 | -0.042319 | 0.031997 | -0.050261 | -0.081893 | 0.007861 | -0.018780 | -0.004178 | -0.031888 | 0.004008 | -0.024975 | 0.104583 | 0.000461 | 0.012809 | -0.018253 | -0.011488 | -0.003715 | 0.008072 | -0.035794 | 0.010030 | 0.054539 | 0.006568 | 0.005698 | -0.022880 | 0.519470 | 0.522949 | 0.489907 | 0.336544 | 0.166227 | 0.389624 | 0.467342 | 0.590462 | 0.558086 | 0.557861 | 0.107846 | -0.018385 | -0.010612 | -0.017452 | -0.005689 | -0.009265 | 0.041414 | -0.054543 | -0.084831 | -0.017538 | -0.019063 | -0.004177 | 0.003654 | 0.135062 | 0.000347 | -0.019928 | -0.013105 | -0.004157 | 0.009211 | -0.029733 | 0.545668 | 0.526234 | 0.528417 | 0.546307 | 0.410749 | 0.458731 | 0.578519 | 0.574029 | 0.558540 | 0.133179 | 0.982621 | 1.000000 | -0.009228 | -0.018501 | -0.024492 | -0.005887 | -0.024216 | 0.000700 | -0.028493 | -0.008871 | 0.005107 | -0.022117 | 0.005484 | -0.030864 | 0.100872 | 0.006105 | -0.017402 | -0.013356 | -0.018207 | -0.014523 | -0.010789 | -0.026403 | -0.018637 | -0.017932 | -0.017998 | -0.006046 | -0.001588 | -0.028346 | -0.022508 | 0.007737 | -0.049970 | -0.021515 | -0.012850 | 0.356114 | 0.402850 | 0.111485 | 0.087175 | 0.324710 | 0.327628 | 0.544555 | 0.258434 | 0.140076 | 0.013337 | -0.000212 | 0.068587 | -0.009083 | 0.043464 | -0.035482 | 0.020333 | 0.011108 | 0.009628 | -0.009665 | -0.016311 | -0.014194 | -0.007950 | -0.008740 | -0.030151 | -0.007241 | 0.015192 | 0.027446 | 0.016879 | -0.006951 | -0.020769 | 0.209390 | 0.003154 | -0.001684 | 0.040415 | 0.021084 | 0.006673 | 0.011500 | 0.055878 | 0.003809 | -0.003637 | -0.420505 | 0.095971 | 0.096148 | 0.121287 | 0.090903 | -0.021490 | -0.001741 | 0.064424 | -0.002465 |
| 361 | -0.022630 | -0.016832 | 0.010095 | 0.009297 | -0.005553 | -0.010266 | -0.010490 | 0.020726 | -0.025437 | -0.003090 | -0.026550 | 0.026311 | 0.054041 | 0.023145 | -0.017909 | 0.015742 | 0.005245 | 0.002060 | 0.002455 | 0.011196 | -0.006581 | -0.002506 | -0.019400 | 0.010451 | 0.001794 | 0.002677 | 0.001344 | 0.004676 | -0.006522 | 0.012231 | 0.002856 | 0.050349 | 0.002271 | -0.001097 | -0.037648 | 0.047971 | -0.014255 | -0.000094 | -0.028426 | -0.002532 | -0.033667 | -0.017543 | -0.029160 | 0.001324 | -0.005693 | -0.009865 | -0.019980 | -0.048386 | 0.014729 | -0.021743 | -0.009832 | -0.033330 | -0.030175 | -0.046017 | 0.014958 | 0.011812 | 0.012945 | 0.001022 | -0.005870 | -0.000574 | 0.055240 | -0.001459 | -0.009558 | 0.004227 | 0.009695 | 0.006655 | 0.016913 | 0.015098 | -0.002427 | -0.012121 | 0.004520 | -0.031354 | 0.978803 | 0.073766 | 0.061233 | -0.005712 | -0.031329 | 0.001883 | -0.025663 | -0.016409 | -0.023101 | 0.002160 | -0.005694 | -0.019426 | 0.017334 | -0.021667 | -0.033764 | -0.032166 | -0.044095 | 0.018531 | 0.050490 | 0.000168 | -0.008044 | 0.005233 | -0.003749 | 0.016221 | 0.017679 | -0.006802 | -0.011219 | 0.004873 | -0.019885 | -0.014322 | -0.009228 | 1.000000 | 0.075660 | 0.056451 | -0.005669 | -0.008386 | -0.017686 | -0.005484 | -0.007931 | -0.019825 | 0.002452 | -0.019347 | -0.025004 | 0.009434 | -0.023127 | 0.012252 | -0.002870 | -0.033424 | -0.031254 | -0.056283 | -0.004190 | -0.029553 | -0.029368 | -0.028669 | 0.001736 | 0.015188 | -0.009992 | 0.004268 | -0.005893 | 0.038590 | 0.000374 | -0.022889 | -0.014432 | 0.005385 | -0.003670 | 0.002852 | 0.013584 | -0.038594 | -0.012624 | 0.020182 | -0.054236 | -0.024357 | 0.028441 | -0.030046 | 0.012193 | -0.007575 | 0.023157 | 0.004391 | -0.015890 | -0.032023 | 0.374718 | 0.974829 | -0.018351 | 0.069675 | -0.008755 | 0.017433 | -0.052176 | 0.008646 | -0.020887 | 0.009726 | -0.002726 | 0.073482 | 0.019594 | -0.005643 | 0.036884 | 0.002052 | -0.064551 | -0.015320 | -0.064586 | -0.022782 | -0.001671 | 0.017877 | -0.001907 | 0.011358 | 0.011294 | 0.010288 | 0.012923 | 0.057954 | -0.016836 | 0.027144 | -0.004971 |
| 363 | -0.029094 | 0.043958 | 0.054482 | -0.035444 | 0.023229 | 0.022900 | -0.015058 | 0.017922 | 0.043785 | -0.036932 | -0.028019 | 0.004315 | -0.065837 | -0.036621 | -0.009874 | 0.014601 | 0.000625 | -0.026993 | -0.007992 | -0.003612 | 0.019114 | 0.053651 | -0.012870 | -0.014595 | -0.022219 | 0.024031 | 0.024523 | -0.010747 | -0.007173 | 0.004189 | -0.019549 | 0.028697 | -0.022838 | -0.005636 | 0.086830 | -0.048432 | -0.024070 | 0.034550 | 0.051080 | -0.017292 | -0.001601 | 0.032144 | 0.042201 | 0.006063 | 0.023418 | 0.009351 | -0.016656 | -0.032972 | -0.011899 | -0.016511 | -0.013812 | 0.011170 | 0.027179 | -0.034312 | 0.012096 | -0.037069 | 0.014763 | 0.005963 | 0.051927 | 0.055395 | 0.004112 | -0.015076 | -0.016810 | -0.014393 | 0.001210 | 0.013611 | -0.008556 | -0.025794 | -0.003578 | -0.014269 | -0.031120 | -0.008939 | 0.061770 | 0.963470 | 0.646374 | 0.035774 | -0.006901 | -0.048984 | -0.000322 | 0.037605 | 0.042515 | 0.008890 | 0.023413 | -0.016032 | -0.011264 | -0.016492 | 0.016141 | 0.029366 | -0.032829 | 0.018766 | 0.015031 | -0.021678 | -0.015595 | -0.020587 | -0.004206 | -0.009377 | -0.024116 | -0.001132 | -0.012074 | -0.032656 | -0.012218 | -0.024930 | -0.018501 | 0.075660 | 1.000000 | 0.691191 | 0.035837 | 0.023928 | 0.033445 | 0.004765 | -0.021742 | -0.006545 | -0.030368 | -0.016568 | -0.005066 | -0.017603 | -0.015680 | 0.041553 | 0.020310 | 0.025075 | 0.035368 | -0.023903 | -0.006072 | 0.039038 | 0.033067 | 0.035043 | 0.026581 | -0.013572 | -0.008007 | 0.055171 | 0.053240 | 0.014548 | 0.016915 | -0.053409 | -0.008727 | -0.005387 | 0.005459 | 0.005797 | -0.028041 | -0.027830 | -0.014721 | -0.006847 | -0.028470 | -0.039679 | -0.026223 | -0.039435 | 0.006738 | -0.009348 | -0.005173 | 0.002391 | 0.019217 | 0.014411 | -0.001935 | 0.056712 | 0.021293 | 0.961121 | -0.003003 | 0.008151 | 0.068143 | 0.024682 | 0.041759 | 0.051571 | 0.027903 | 0.674941 | -0.022280 | 0.035454 | 0.035012 | 0.033469 | -0.057869 | 0.053942 | -0.023375 | 0.015475 | 0.024264 | 0.028447 | -0.011281 | 0.021847 | 0.021126 | 0.021322 | 0.011182 | 0.044492 | 0.004501 | 0.039242 | 0.029402 |
| 388 | -0.000282 | 0.016542 | 0.020565 | -0.047899 | 0.017901 | 0.031070 | -0.005990 | -0.000749 | 0.049078 | -0.052504 | -0.028017 | -0.041481 | -0.014114 | -0.043985 | 0.054000 | 0.031054 | 0.052114 | -0.055850 | 0.037915 | 0.000735 | 0.045342 | 0.003619 | 0.045964 | -0.010845 | -0.021135 | 0.041129 | 0.042446 | 0.029638 | -0.019369 | 0.004563 | 0.021210 | 0.065318 | -0.012571 | -0.011320 | 0.094324 | -0.038999 | 0.006647 | 0.033001 | -0.000874 | -0.028022 | 0.007407 | 0.011166 | 0.031268 | 0.002893 | 0.017849 | -0.010918 | -0.012807 | -0.023828 | -0.004947 | -0.017917 | 0.002474 | 0.000236 | 0.002681 | -0.008555 | 0.016436 | 0.018368 | 0.027611 | -0.046753 | 0.033540 | 0.018467 | -0.008052 | -0.014094 | 0.002963 | -0.025587 | -0.008943 | 0.022872 | -0.000602 | -0.036894 | -0.016358 | -0.025231 | -0.034640 | -0.006681 | 0.047448 | 0.673273 | 0.974615 | 0.028496 | 0.010060 | -0.050408 | 0.004854 | 0.015203 | 0.035775 | 0.002606 | 0.017845 | -0.012813 | -0.004726 | -0.017852 | 0.004386 | 0.004307 | -0.003829 | 0.017271 | 0.000258 | -0.020212 | -0.003230 | -0.028191 | -0.014278 | -0.003595 | -0.036462 | -0.015587 | -0.024479 | -0.038328 | -0.000475 | -0.029362 | -0.024492 | 0.056451 | 0.691191 | 1.000000 | 0.028533 | 0.021418 | 0.020027 | -0.013472 | 0.010540 | -0.019699 | -0.030671 | -0.011131 | -0.018065 | -0.009123 | -0.021456 | 0.034076 | -0.007017 | 0.017074 | 0.020058 | -0.019735 | 0.003192 | 0.028992 | 0.025614 | 0.027656 | 0.035539 | 0.011570 | 0.038612 | 0.028281 | 0.036194 | -0.009268 | -0.001072 | -0.021853 | -0.000121 | -0.019427 | -0.002935 | 0.007811 | -0.018062 | -0.037036 | -0.025953 | -0.004773 | -0.045130 | -0.033662 | 0.039168 | -0.006006 | 0.006927 | -0.000337 | 0.021264 | -0.019335 | 0.000084 | -0.006794 | -0.000392 | 0.041605 | 0.031228 | 0.674824 | -0.008937 | -0.003500 | 0.029874 | 0.006080 | 0.023415 | 0.241221 | 0.021966 | 0.964028 | -0.029635 | 0.027061 | 0.023483 | 0.026951 | -0.072255 | 0.041245 | -0.035624 | 0.014977 | 0.019099 | 0.019903 | -0.014040 | 0.013263 | 0.013122 | 0.012834 | 0.004772 | 0.090553 | 0.011482 | 0.064612 | 0.019723 |
| 390 | -0.004340 | -0.003942 | 0.015703 | 0.039578 | -0.000674 | -0.041378 | 0.022736 | -0.014789 | 0.012374 | -0.010314 | 0.001379 | 0.004162 | 0.031093 | 0.010812 | -0.024920 | 0.004414 | -0.008052 | 0.000818 | -0.013538 | 0.016882 | -0.017727 | -0.019968 | -0.019309 | -0.010430 | 0.011353 | 0.027720 | 0.024785 | -0.023397 | 0.001257 | 0.004434 | -0.019669 | 0.009064 | -0.005335 | -0.007961 | 0.014787 | -0.014511 | -0.003359 | 0.986234 | 0.012061 | 0.002928 | -0.007255 | -0.027385 | -0.001804 | -0.008688 | -0.001016 | 0.000628 | -0.005096 | -0.017728 | -0.001864 | -0.000772 | -0.015114 | -0.010653 | -0.009415 | -0.016401 | 0.031070 | 0.002862 | -0.017320 | -0.004840 | -0.004538 | 0.005929 | -0.017527 | -0.005957 | 0.002134 | -0.001864 | -0.011471 | -0.022926 | -0.008773 | -0.007362 | 0.000536 | -0.005001 | -0.006705 | -0.021306 | -0.002460 | 0.023698 | 0.021062 | 0.999991 | 0.004099 | 0.000397 | -0.005607 | -0.029573 | 0.001970 | -0.004643 | -0.001019 | -0.003546 | -0.001116 | -0.000786 | -0.007462 | -0.009611 | -0.016450 | 0.033744 | -0.014098 | -0.003270 | 0.002363 | -0.000080 | 0.001351 | -0.004687 | -0.003106 | 0.000495 | -0.003005 | -0.003452 | -0.023678 | -0.003528 | -0.005887 | -0.005669 | 0.035837 | 0.028533 | 1.000000 | -0.021001 | 0.002145 | 0.004886 | -0.028942 | -0.028020 | 0.040929 | -0.006806 | -0.009245 | -0.001704 | -0.001880 | -0.006198 | 0.010261 | -0.006181 | -0.005827 | -0.013110 | -0.022760 | -0.004554 | -0.003401 | -0.003022 | 0.012132 | 0.023518 | 0.019678 | -0.012843 | -0.005131 | -0.028158 | -0.002350 | -0.019483 | -0.014218 | -0.003445 | -0.029411 | -0.030615 | -0.023323 | -0.011581 | -0.003463 | -0.000266 | -0.023234 | -0.000286 | -0.008612 | -0.017045 | 0.001274 | -0.015697 | -0.011916 | 0.058277 | -0.011899 | -0.004383 | 0.000414 | -0.003292 | -0.012004 | 0.025538 | -0.020486 | -0.018666 | 0.005689 | -0.020118 | -0.014320 | -0.000809 | -0.002982 | 0.022156 | 0.236741 | 0.995668 | 0.003363 | 0.031085 | -0.002727 | -0.001003 | -0.022764 | 0.058722 | 0.005441 | -0.015292 | 0.001687 | -0.005937 | -0.006054 | -0.006046 | -0.008538 | -0.023920 | -0.005486 | -0.013516 | -0.006805 |
| 412 | 0.007662 | 0.019433 | -0.124758 | -0.182968 | 0.028328 | -0.104900 | -0.038032 | -0.020993 | 0.104626 | -0.080914 | -0.012769 | -0.037018 | 0.108410 | 0.001621 | -0.026048 | 0.021910 | 0.020432 | 0.015995 | 0.009480 | 0.009288 | 0.050095 | -0.037440 | -0.005815 | 0.003268 | -0.025414 | 0.018950 | -0.005788 | 0.023476 | -0.013036 | 0.039409 | 0.017151 | 0.089587 | 0.029969 | -0.026726 | 0.002111 | 0.058535 | 0.055579 | -0.022169 | -0.054432 | 0.034735 | 0.031969 | 0.043380 | 0.150219 | 0.849084 | 0.029465 | 0.338409 | 0.002115 | 0.032219 | 0.009520 | -0.010144 | 0.032815 | 0.046469 | 0.020269 | 0.008564 | 0.063982 | -0.005510 | 0.053413 | -0.117228 | -0.022282 | -0.036974 | -0.004540 | 0.035642 | -0.001318 | 0.029751 | -0.026184 | 0.096459 | 0.063211 | -0.011872 | -0.000346 | -0.038564 | -0.018166 | -0.127696 | -0.012871 | 0.026675 | 0.019359 | -0.020934 | 0.025816 | 0.010282 | 0.037597 | 0.049588 | 0.247235 | 0.824994 | 0.029455 | 0.000310 | 0.015023 | -0.009992 | 0.043928 | 0.022293 | 0.008742 | 0.064221 | 0.004310 | 0.019845 | -0.010476 | 0.017090 | -0.010113 | 0.050481 | -0.003348 | -0.006208 | -0.037367 | -0.024407 | -0.124895 | -0.029841 | -0.024216 | -0.008386 | 0.023928 | 0.021418 | -0.021001 | 1.000000 | 0.069039 | 0.316694 | 0.053844 | 0.019926 | 0.002901 | 0.006459 | 0.096999 | 0.013704 | -0.027694 | 0.009528 | -0.013820 | 0.033642 | 0.021716 | 0.007020 | 0.066061 | 0.023177 | 0.021831 | 0.019859 | 0.047035 | 0.053673 | 0.158549 | 0.006829 | -0.026303 | -0.026359 | 0.012597 | 0.029038 | -0.020290 | 0.047868 | -0.017965 | 0.095728 | 0.133215 | -0.078208 | -0.032055 | 0.031614 | -0.149904 | -0.051440 | -0.003134 | -0.032693 | 0.038278 | -0.029026 | 0.034023 | -0.042195 | 0.009528 | 0.015881 | -0.047679 | -0.012185 | 0.049197 | 0.021459 | -0.017067 | 0.051685 | -0.014226 | -0.028962 | -0.026763 | -0.026078 | 0.003413 | 0.012945 | -0.031151 | -0.021693 | 0.064723 | -0.043100 | -0.076038 | -0.021882 | -0.045498 | 0.044200 | 0.044596 | -0.017823 | 0.032633 | -0.044793 | -0.047763 | -0.048070 | -0.026105 | 0.003536 | -0.017850 | -0.017308 | 0.008378 |
| 413 | -0.022543 | 0.005295 | 0.107609 | 0.009818 | 0.938416 | -0.056450 | -0.011440 | -0.002345 | 0.017795 | -0.026764 | 0.021769 | -0.018035 | -0.020976 | 0.021383 | -0.012630 | 0.031211 | 0.020446 | -0.014346 | 0.011724 | 0.029439 | -0.025798 | 0.024593 | -0.020812 | 0.024002 | 0.015297 | 0.010324 | 0.016550 | 0.011656 | -0.000935 | -0.013213 | 0.002657 | 0.042840 | -0.012577 | -0.000354 | 0.009384 | -0.005563 | 0.015297 | -0.002072 | -0.060796 | -0.011769 | 0.010920 | -0.000469 | 0.229771 | 0.067492 | 0.938078 | 0.633471 | 0.013300 | -0.026094 | -0.004279 | 0.014633 | 0.012163 | 0.010615 | 0.002301 | -0.023772 | -0.026917 | -0.042206 | -0.031076 | -0.032707 | 0.001677 | -0.014157 | 0.019161 | 0.005743 | -0.011478 | -0.001819 | -0.017888 | 0.017783 | 0.009746 | -0.010311 | -0.001587 | -0.005980 | -0.004499 | -0.015803 | -0.020195 | 0.020217 | 0.008866 | 0.002265 | -0.055416 | -0.027614 | 0.014223 | 0.007963 | 0.229488 | 0.089449 | 0.938092 | 0.013031 | -0.004596 | 0.014682 | 0.010352 | 0.004619 | -0.025078 | -0.028097 | 0.021545 | 0.007025 | -0.010021 | 0.000135 | -0.005055 | 0.006536 | -0.006086 | -0.001263 | -0.001894 | -0.001502 | -0.014152 | 0.002595 | 0.000700 | -0.017686 | 0.033445 | 0.020027 | 0.002145 | 0.069039 | 1.000000 | 0.645929 | -0.014892 | -0.019062 | -0.022838 | 0.012787 | 0.010450 | -0.003119 | 0.012756 | -0.017262 | -0.011598 | 0.012577 | 0.010759 | -0.016826 | 0.022526 | 0.011760 | 0.009883 | 0.010747 | 0.003114 | 0.021096 | 0.018731 | -0.016202 | 0.002957 | -0.001538 | 0.042703 | -0.005778 | 0.001582 | -0.005139 | -0.028799 | 0.021896 | 0.017471 | -0.018160 | -0.005202 | -0.002722 | -0.036070 | -0.051455 | -0.005767 | -0.015631 | 0.021742 | 0.005979 | 0.022566 | 0.014729 | 0.026325 | 0.008939 | -0.005647 | -0.019814 | -0.003805 | 0.020591 | -0.003693 | 0.002027 | 0.026898 | -0.017496 | 0.016149 | -0.005191 | 0.003761 | 0.007164 | 0.008428 | 0.004878 | 0.006024 | -0.011189 | -0.013193 | 0.011466 | -0.026755 | -0.024875 | 0.039992 | 0.029168 | 0.008474 | -0.008731 | -0.008561 | -0.008787 | -0.005433 | 0.082179 | -0.001422 | 0.052294 | -0.006379 |
| 415 | -0.007946 | 0.027474 | 0.028089 | 0.005119 | 0.683776 | -0.254698 | -0.009102 | -0.010814 | 0.060898 | -0.061154 | 0.006275 | 0.008985 | 0.054729 | 0.008526 | -0.031230 | 0.034782 | 0.019527 | -0.004405 | 0.006754 | 0.028988 | -0.030810 | -0.012237 | -0.026808 | 0.045744 | -0.008121 | -0.021212 | -0.022670 | 0.034769 | 0.003862 | -0.021171 | 0.015056 | 0.107121 | 0.029580 | -0.027307 | 0.000380 | 0.017257 | 0.043117 | 0.001885 | -0.070831 | -0.004202 | 0.059737 | 0.039423 | 0.040236 | 0.327793 | 0.684683 | 0.992614 | 0.002023 | -0.035825 | -0.015024 | -0.001353 | 0.011432 | 0.029759 | 0.002369 | -0.009786 | 0.012768 | -0.009777 | 0.015555 | -0.027755 | -0.003591 | -0.008342 | 0.013794 | 0.019420 | -0.002500 | 0.029793 | -0.001502 | 0.055952 | 0.026499 | 0.002238 | 0.004253 | -0.008597 | 0.003977 | -0.062383 | -0.011155 | 0.006561 | -0.012962 | 0.004999 | 0.024428 | -0.013639 | 0.062229 | 0.040519 | 0.109650 | 0.361726 | 0.684717 | 0.000692 | -0.013487 | -0.001309 | 0.029497 | 0.005177 | -0.010443 | 0.012120 | 0.016389 | 0.013387 | -0.009063 | 0.023518 | 0.003152 | 0.018307 | 0.005093 | 0.004152 | -0.006406 | 0.005136 | -0.059835 | -0.022534 | -0.028493 | -0.005484 | 0.004765 | -0.013472 | 0.004886 | 0.316694 | 0.645929 | 1.000000 | -0.006724 | 0.009980 | -0.002444 | 0.003184 | 0.002183 | -0.013064 | -0.005727 | 0.035124 | -0.011008 | 0.026461 | 0.016057 | 0.000364 | 0.037026 | 0.022690 | 0.023414 | 0.020115 | 0.028134 | 0.038292 | 0.081951 | -0.015057 | -0.003699 | -0.019932 | -0.007043 | 0.046014 | 0.015647 | 0.036140 | -0.005217 | 0.074363 | 0.070983 | -0.021998 | -0.004426 | 0.002465 | -0.091891 | -0.004266 | -0.023820 | -0.028954 | 0.061045 | -0.018821 | 0.026702 | -0.000710 | 0.020899 | -0.028920 | -0.020992 | -0.010638 | 0.015509 | 0.005927 | -0.012795 | 0.042761 | -0.016209 | 0.005016 | -0.032765 | -0.022915 | 0.003521 | -0.015686 | 0.008845 | 0.005522 | 0.007152 | -0.031837 | -0.046371 | -0.017862 | -0.031039 | -0.028692 | 0.041544 | 0.016588 | 0.019700 | -0.042717 | -0.043008 | -0.043153 | -0.027959 | 0.131296 | -0.030134 | 0.070211 | -0.019362 |
| 417 | 0.030384 | 0.027260 | 0.048093 | 0.024687 | 0.001143 | -0.043188 | -0.055692 | 0.029856 | 0.010411 | -0.086027 | 0.008062 | -0.029786 | 0.168903 | 0.037595 | 0.002755 | 0.109820 | 0.089470 | -0.108086 | 0.045137 | -0.051211 | -0.015579 | -0.101886 | 0.020625 | 0.106766 | -0.078760 | -0.002631 | 0.007764 | 0.086969 | 0.016306 | -0.020962 | 0.100314 | 0.106211 | 0.032003 | -0.002059 | -0.006193 | 0.020419 | 0.060193 | -0.017892 | -0.079318 | 0.029241 | 0.003538 | -0.016229 | -0.062081 | 0.069695 | 0.000416 | -0.016902 | -0.022812 | 0.013746 | -0.001536 | -0.026415 | -0.010747 | -0.052987 | -0.084886 | -0.001499 | 0.044303 | 0.137986 | 0.083219 | -0.101151 | -0.006360 | -0.022042 | -0.055202 | 0.039848 | 0.034823 | 0.029179 | -0.015602 | 0.088658 | 0.052758 | -0.000641 | 0.013961 | -0.018061 | 0.001673 | -0.004373 | -0.016484 | -0.025821 | 0.004026 | -0.028886 | -0.006554 | 0.017275 | -0.004515 | -0.026210 | -0.029795 | 0.069659 | 0.000415 | -0.021917 | -0.000287 | -0.026296 | -0.052967 | -0.081981 | -0.000876 | 0.040022 | -0.049144 | 0.020339 | 0.028283 | 0.014783 | 0.006981 | 0.037944 | -0.002898 | 0.015598 | -0.013219 | -0.002902 | 0.003522 | -0.009312 | -0.008871 | -0.007931 | -0.021742 | 0.010540 | -0.028942 | 0.053844 | -0.014892 | -0.006724 | 1.000000 | 0.050630 | 0.023809 | -0.021151 | -0.064536 | -0.003098 | -0.034466 | -0.012250 | -0.024323 | -0.044571 | -0.062903 | 0.028942 | 0.001629 | -0.038058 | -0.036937 | -0.038119 | 0.026977 | 0.027169 | 0.108026 | 0.006994 | -0.002314 | -0.014520 | -0.056467 | 0.100082 | 0.051555 | 0.030870 | 0.039618 | 0.083887 | 0.076425 | -0.034968 | -0.006504 | 0.001726 | -0.086160 | 0.002226 | 0.023162 | -0.025739 | 0.033273 | -0.015040 | 0.065744 | -0.011039 | 0.003050 | -0.026467 | -0.019888 | -0.016560 | 0.042587 | -0.028240 | 0.005321 | -0.008817 | -0.093667 | -0.003947 | 0.026294 | 0.114419 | 0.052307 | -0.006959 | 0.007000 | -0.032787 | 0.005919 | -0.088141 | -0.165080 | -0.061312 | -0.132675 | -0.041541 | 0.050498 | 0.023521 | -0.004215 | 0.052484 | 0.047899 | 0.050597 | 0.060940 | 0.029608 | -0.017273 | 0.026880 | -0.042632 |
| 418 | -0.002017 | 0.043736 | -0.013755 | -0.003754 | -0.020321 | -0.003964 | -0.005958 | 0.005642 | 0.020930 | -0.017114 | -0.004809 | 0.011897 | 0.052273 | 0.048618 | 0.029885 | -0.001371 | 0.016988 | 0.009657 | 0.025365 | -0.007101 | 0.043056 | -0.035252 | 0.028344 | 0.012910 | -0.044418 | -0.043663 | -0.022523 | 0.030536 | -0.014384 | 0.032068 | 0.044082 | 0.020543 | 0.021777 | 0.007127 | -0.033028 | 0.047088 | 0.035959 | -0.036974 | -0.035784 | -0.022022 | 0.022062 | 0.022938 | -0.038627 | 0.019395 | -0.020293 | 0.010957 | 0.012345 | -0.013491 | 0.014553 | 0.009719 | 0.017465 | -0.006833 | -0.017225 | 0.000086 | 0.025692 | 0.014674 | 0.048753 | -0.023229 | -0.006473 | -0.014081 | 0.002985 | -0.008448 | 0.009324 | 0.003065 | 0.028203 | 0.010766 | 0.020566 | 0.007541 | -0.007631 | -0.014810 | 0.004588 | 0.008620 | -0.018254 | -0.005523 | -0.022712 | -0.027854 | 0.009619 | -0.029134 | 0.014070 | 0.024635 | -0.012568 | 0.015720 | -0.020296 | 0.011230 | 0.017968 | 0.009773 | -0.008692 | -0.018083 | -0.000705 | 0.026954 | 0.008531 | -0.013140 | 0.007272 | -0.001600 | -0.007982 | 0.021680 | 0.009351 | -0.011512 | -0.015944 | -0.003615 | 0.007450 | 0.000394 | 0.005107 | -0.019825 | -0.006545 | -0.019699 | -0.028020 | 0.019926 | -0.019062 | 0.009980 | 0.050630 | 1.000000 | -0.006756 | 0.013073 | -0.027869 | 0.016962 | 0.001819 | 0.007334 | 0.003145 | -0.007696 | -0.017035 | -0.004638 | 0.017672 | -0.013500 | -0.017177 | -0.015007 | 0.055003 | 0.051338 | 0.034200 | 0.011625 | -0.006023 | 0.003682 | -0.002890 | 0.057664 | 0.020167 | 0.013325 | 0.050004 | 0.024159 | 0.010687 | 0.004119 | -0.019032 | 0.021491 | 0.003266 | 0.023209 | -0.007377 | -0.003227 | 0.034798 | 0.010850 | 0.033741 | -0.021519 | -0.018363 | 0.012554 | -0.005456 | -0.016312 | 0.019977 | -0.011591 | 0.035784 | 0.025139 | -0.035689 | 0.031758 | 0.016668 | -0.020424 | 0.024655 | -0.027774 | -0.003203 | -0.026164 | -0.030241 | -0.003334 | 0.007622 | -0.016849 | -0.005533 | -0.003017 | -0.025610 | 0.008261 | -0.049990 | 0.020764 | 0.019938 | 0.026400 | 0.023594 | 0.017497 | -0.027024 | 0.009326 | -0.030177 |
| 419 | 0.016435 | -0.023114 | 0.021395 | 0.033285 | -0.008230 | -0.062485 | 0.008314 | 0.021455 | 0.015172 | 0.006897 | -0.000203 | -0.008462 | 0.022022 | -0.027468 | -0.015945 | 0.026670 | 0.008683 | -0.039622 | -0.008021 | -0.021927 | -0.011971 | -0.037902 | -0.003219 | -0.004925 | -0.012653 | 0.028828 | 0.016669 | -0.008941 | -0.002931 | -0.010258 | -0.010458 | 0.007676 | 0.001038 | -0.012028 | 0.031377 | 0.038045 | 0.028296 | 0.042623 | -0.005859 | -0.001383 | 0.012661 | 0.016757 | -0.051490 | 0.014303 | -0.008091 | -0.007431 | 0.004838 | 0.012841 | 0.020663 | -0.001312 | 0.018240 | -0.009924 | 0.031670 | 0.038818 | 0.005817 | -0.029112 | -0.031595 | 0.039670 | -0.029219 | 0.004150 | -0.022640 | 0.013232 | -0.003757 | 0.016315 | 0.052114 | 0.039194 | 0.037872 | 0.049319 | 0.014820 | -0.019437 | 0.023936 | 0.054093 | 0.007191 | -0.019018 | -0.026090 | 0.040814 | -0.030049 | -0.010079 | 0.022374 | 0.021357 | -0.040317 | 0.014567 | -0.008087 | 0.003324 | 0.027509 | -0.001296 | -0.004261 | 0.031388 | 0.040141 | 0.010115 | -0.030593 | -0.006651 | -0.013613 | -0.002428 | -0.012609 | 0.039484 | 0.048604 | 0.006587 | -0.019108 | 0.009623 | 0.057055 | -0.024338 | -0.022117 | 0.002452 | -0.030368 | -0.030671 | 0.040929 | 0.002901 | -0.022838 | -0.002444 | 0.023809 | -0.006756 | 1.000000 | 0.007144 | -0.007436 | 0.021944 | -0.000177 | 0.009455 | 0.018296 | 0.013004 | 0.036398 | 0.014307 | -0.000542 | 0.025999 | 0.026381 | 0.028920 | -0.029356 | -0.037569 | -0.037538 | -0.005779 | -0.028072 | 0.003591 | 0.037908 | -0.004164 | 0.006181 | 0.031849 | 0.056241 | 0.012257 | 0.006775 | 0.013158 | -0.012122 | 0.053093 | 0.033955 | -0.008019 | 0.028427 | -0.007202 | 0.029294 | 0.049190 | -0.000133 | 0.015333 | -0.027769 | 0.007148 | -0.023463 | 0.002350 | 0.068705 | -0.023772 | -0.028080 | 0.027197 | -0.001169 | -0.016841 | 0.041989 | -0.007675 | -0.018531 | -0.031450 | 0.006250 | 0.038893 | 0.001223 | 0.006781 | 0.017594 | -0.011845 | 0.033189 | 0.010567 | -0.009826 | 0.000467 | 0.005359 | 0.005378 | 0.007119 | 0.005105 | 0.012381 | 0.000425 | 0.000457 | 0.028031 | 0.014251 |
| 421 | -0.001046 | 0.003700 | 0.014566 | 0.009323 | 0.001204 | 0.014584 | 0.551234 | -0.013376 | -0.019949 | 0.017954 | -0.008222 | 0.011694 | 0.003928 | 0.011183 | 0.008468 | 0.015350 | 0.009744 | -0.046894 | -0.004497 | -0.015406 | 0.009263 | -0.000935 | -0.003341 | 0.023465 | -0.020572 | -0.015972 | -0.013706 | 0.018311 | 0.000155 | -0.013186 | 0.013332 | -0.028561 | -0.001394 | 0.002889 | 0.042678 | -0.007690 | 0.009153 | -0.002700 | -0.011064 | 0.037396 | -0.020487 | -0.016244 | -0.024398 | 0.014538 | 0.000991 | 0.005567 | 0.998815 | 0.000253 | -0.000851 | 0.983591 | 0.954390 | 0.000449 | 0.002774 | -0.020291 | -0.019358 | 0.032350 | 0.013527 | 0.036554 | 0.011591 | 0.010462 | -0.030376 | -0.002281 | 0.002437 | 0.003841 | -0.003856 | -0.010788 | -0.000245 | 0.010215 | 0.003129 | 0.005850 | 0.004769 | 0.035364 | -0.017898 | -0.023588 | -0.015345 | -0.006874 | 0.049858 | 0.018540 | -0.021546 | -0.018599 | -0.034359 | 0.016228 | 0.000983 | 0.997874 | 0.000507 | 0.983596 | 0.000355 | 0.003311 | -0.019779 | -0.020206 | -0.027771 | -0.002038 | 0.003318 | 0.001329 | 0.004137 | 0.001597 | 0.008184 | 0.001977 | 0.006814 | 0.002640 | 0.033472 | 0.004950 | 0.005484 | -0.019347 | -0.016568 | -0.011131 | -0.006806 | 0.006459 | 0.012787 | 0.003184 | -0.021151 | 0.013073 | 0.007144 | 1.000000 | -0.005580 | -0.000708 | 0.954601 | 0.000731 | 0.000032 | 0.001190 | 0.002546 | -0.020824 | -0.027041 | 0.001721 | 0.002682 | 0.003090 | -0.006981 | -0.019406 | -0.032495 | -0.003903 | 0.015812 | -0.033554 | 0.001758 | -0.007547 | 0.000662 | 0.003682 | 0.028273 | -0.012455 | -0.006669 | 0.046791 | 0.005244 | 0.007004 | 0.068774 | -0.025842 | -0.016928 | 0.024615 | 0.001941 | -0.027454 | -0.008618 | -0.008174 | 0.036671 | -0.039768 | -0.002944 | -0.018747 | 0.040727 | -0.023227 | -0.028296 | 0.018176 | -0.000643 | -0.023505 | -0.001445 | -0.009631 | -0.004426 | -0.017701 | -0.001350 | -0.007714 | -0.011416 | 0.010222 | 0.027180 | 0.004549 | 0.017920 | -0.012025 | -0.000774 | -0.001401 | 0.000229 | -0.000912 | 0.000013 | -0.000990 | 0.010003 | -0.000842 | 0.007777 | -0.024310 | -0.005196 |
| 423 | 0.026659 | -0.007353 | -0.003459 | -0.018230 | -0.032696 | 0.036852 | 0.009568 | 0.252881 | 0.034615 | -0.028383 | -0.003494 | 0.001438 | -0.018894 | -0.021849 | -0.024898 | -0.122607 | -0.106186 | 0.123336 | -0.064739 | 0.114535 | 0.063827 | 0.070924 | -0.035197 | -0.118266 | 0.050693 | -0.015511 | -0.019848 | -0.106414 | -0.020832 | 0.017816 | -0.121476 | 0.023670 | -0.030783 | -0.030977 | 0.055407 | 0.074591 | 0.080408 | -0.010856 | 0.021505 | -0.028546 | 0.024279 | 0.078534 | 0.059730 | 0.071529 | -0.032772 | 0.014320 | -0.008378 | 0.574837 | 0.204007 | -0.016452 | 0.015358 | 0.063731 | 0.053849 | -0.016123 | 0.039697 | -0.116878 | -0.062628 | -0.069244 | -0.057090 | -0.053401 | 0.026273 | -0.035421 | -0.050313 | -0.039000 | -0.022928 | -0.024058 | -0.024612 | -0.057586 | -0.018865 | -0.030957 | -0.050017 | -0.018690 | -0.028047 | -0.011920 | -0.022154 | -0.009339 | -0.030294 | -0.017532 | 0.036984 | 0.081848 | 0.062549 | 0.058235 | -0.032775 | -0.009466 | 0.186896 | -0.016474 | 0.064510 | 0.055437 | -0.017509 | 0.039586 | 0.025687 | -0.032794 | -0.052543 | -0.036286 | -0.050362 | -0.026649 | -0.053070 | -0.016989 | -0.031641 | -0.046067 | -0.019632 | -0.039354 | -0.030864 | -0.025004 | -0.005066 | -0.018065 | -0.009245 | 0.096999 | 0.010450 | 0.002183 | -0.064536 | -0.027869 | -0.007436 | -0.005580 | 1.000000 | 0.152090 | -0.015603 | -0.025168 | 0.014064 | 0.047164 | 0.047983 | -0.025787 | 0.014436 | 0.035145 | 0.040590 | 0.035266 | 0.078777 | 0.080951 | -0.009022 | -0.076716 | -0.067436 | -0.091780 | 0.037506 | -0.070580 | -0.055973 | -0.033868 | -0.089995 | -0.005295 | -0.001795 | -0.014864 | -0.028775 | -0.015486 | -0.025073 | -0.014997 | 0.003941 | -0.016860 | 0.024053 | -0.016412 | -0.037434 | 0.000128 | 0.024871 | -0.026593 | -0.015700 | -0.030723 | -0.032496 | -0.020242 | -0.021630 | -0.030954 | 0.084531 | -0.022058 | 0.057585 | 0.017282 | -0.006664 | -0.034618 | -0.008574 | -0.009184 | 0.016931 | 0.026959 | 0.026582 | 0.045925 | -0.009412 | 0.016479 | -0.028958 | -0.002716 | 0.011249 | -0.040046 | -0.039506 | -0.038348 | -0.041999 | 0.006998 | -0.005335 | -0.046007 | 0.047902 |
| 424 | -0.029941 | -0.092269 | 0.007356 | -0.005952 | -0.002047 | -0.017212 | -0.036748 | 0.323039 | -0.003335 | -0.016099 | -0.028234 | 0.007320 | -0.010436 | 0.018274 | 0.005411 | -0.009838 | 0.002418 | 0.034640 | 0.013100 | 0.031332 | -0.011598 | 0.004922 | 0.005680 | -0.002922 | 0.026652 | 0.008055 | 0.102110 | -0.061296 | 0.025160 | -0.014513 | -0.001108 | 0.026741 | -0.011010 | 0.022648 | 0.000124 | -0.015787 | 0.012185 | 0.003489 | -0.022344 | -0.008104 | 0.002032 | 0.027421 | 0.009707 | 0.014089 | -0.002090 | -0.016006 | -0.000811 | 0.007599 | 0.976231 | -0.000896 | -0.000501 | -0.040007 | -0.042423 | -0.029878 | -0.014961 | -0.014153 | 0.008272 | 0.033981 | -0.012620 | 0.023306 | 0.057657 | 0.150247 | 0.083567 | 0.158236 | 0.202255 | 0.222405 | 0.332287 | 0.281884 | 0.174035 | 0.079348 | 0.161670 | -0.050322 | -0.007469 | -0.031259 | -0.016921 | -0.001904 | -0.008039 | 0.003025 | -0.005157 | 0.017390 | 0.016445 | 0.010596 | -0.002090 | -0.001232 | 0.966962 | -0.000792 | -0.040248 | -0.040187 | -0.030793 | -0.011452 | 0.056318 | 0.090038 | 0.053304 | 0.098746 | 0.085153 | 0.345982 | 0.323278 | 0.112345 | 0.068422 | 0.119657 | -0.052461 | 0.074063 | 0.100872 | 0.009434 | -0.017603 | -0.009123 | -0.001704 | 0.013704 | -0.003119 | -0.013064 | -0.003098 | 0.016962 | 0.021944 | -0.000708 | 0.152090 | 1.000000 | -0.006276 | -0.009223 | 0.005799 | -0.024726 | -0.028330 | -0.029382 | 0.008148 | -0.013844 | -0.012491 | -0.011673 | 0.001694 | 0.006484 | 0.007900 | -0.014307 | -0.014648 | 0.022776 | -0.010600 | 0.008039 | 0.051394 | 0.221823 | 0.073832 | 0.135367 | 0.174598 | -0.001784 | 0.063736 | 0.394938 | -0.043351 | -0.032440 | 0.015549 | -0.031282 | 0.047706 | -0.014372 | -0.054793 | -0.013999 | 0.005776 | 0.010244 | 0.008711 | -0.006830 | 0.028384 | -0.028721 | 0.045887 | -0.005055 | -0.030155 | 0.032866 | -0.016761 | 0.000183 | 0.033213 | -0.018139 | -0.011909 | -0.002058 | 0.009203 | -0.017329 | -0.005564 | 0.005095 | -0.015048 | 0.015162 | 0.010198 | -0.026076 | 0.005789 | -0.019608 | -0.020309 | -0.020337 | -0.008789 | 0.001176 | -0.001079 | 0.054917 | -0.022858 |
| 425 | -0.007224 | -0.001941 | 0.028664 | 0.008997 | -0.006193 | 0.036069 | 0.542941 | -0.001929 | -0.026842 | 0.036357 | 0.002568 | 0.018312 | -0.034858 | 0.008281 | 0.014386 | 0.007319 | 0.002039 | -0.049932 | -0.009112 | -0.019863 | 0.002018 | 0.028043 | -0.000088 | 0.015114 | -0.019172 | -0.016801 | -0.015077 | 0.011129 | 0.001868 | -0.016868 | 0.006084 | -0.027372 | -0.009410 | 0.007887 | 0.044817 | -0.012658 | -0.003334 | 0.000292 | 0.008443 | 0.040476 | -0.019471 | -0.018861 | -0.016323 | -0.021852 | -0.006250 | -0.000746 | 0.961851 | -0.009087 | -0.006952 | 0.975092 | 0.856740 | 0.008003 | 0.030110 | -0.007852 | -0.035296 | 0.028658 | 0.006636 | 0.054088 | 0.015593 | 0.014879 | -0.027299 | -0.012720 | -0.001207 | -0.006474 | -0.001650 | -0.033096 | -0.013382 | 0.007718 | 0.001607 | 0.005814 | 0.001970 | 0.038205 | -0.022956 | -0.024606 | -0.026021 | -0.001974 | 0.034570 | 0.019101 | -0.020538 | -0.018435 | -0.035313 | -0.019095 | -0.006258 | 0.962217 | -0.007095 | 0.974910 | 0.006898 | 0.030082 | -0.008537 | -0.034659 | -0.025228 | -0.009563 | 0.003178 | -0.006180 | 0.001468 | -0.009735 | 0.002924 | 0.002512 | 0.007537 | 0.000814 | 0.036741 | 0.004742 | 0.006105 | -0.023127 | -0.015680 | -0.021456 | -0.001880 | -0.027694 | 0.012756 | -0.005727 | -0.034466 | 0.001819 | -0.000177 | 0.954601 | -0.015603 | -0.006276 | 1.000000 | -0.008696 | 0.010802 | 0.012704 | 0.023239 | 0.005983 | -0.032352 | 0.017765 | 0.017958 | 0.018746 | -0.029184 | -0.035763 | -0.069755 | 0.000333 | 0.020640 | -0.020016 | -0.002368 | -0.026726 | 0.000818 | -0.009008 | 0.030385 | -0.032443 | -0.026176 | 0.053510 | 0.004618 | -0.003121 | 0.074416 | -0.028566 | -0.021228 | 0.047554 | -0.011084 | -0.021661 | -0.023056 | -0.006922 | 0.035741 | -0.032475 | -0.002608 | -0.023519 | 0.044911 | -0.023839 | -0.016972 | 0.003269 | 0.015842 | -0.009210 | 0.006239 | -0.007081 | -0.003327 | -0.026653 | -0.007531 | -0.002016 | 0.007800 | 0.009706 | 0.052602 | 0.006012 | 0.030276 | -0.028762 | -0.004992 | 0.009127 | -0.004774 | -0.003743 | -0.001157 | -0.002740 | 0.004074 | 0.018890 | 0.000673 | -0.016578 | 0.013846 |
| 428 | 0.004678 | 0.002079 | 0.029698 | -0.031119 | -0.005514 | 0.006708 | 0.050897 | 0.000438 | 0.018747 | -0.011456 | 0.010192 | -0.028758 | -0.012332 | 0.043530 | -0.024228 | 0.015503 | -0.009472 | -0.015197 | -0.011352 | 0.015558 | 0.014767 | 0.012259 | -0.016053 | 0.013926 | -0.024233 | -0.010122 | -0.012441 | -0.004255 | -0.007662 | -0.005776 | -0.000154 | -0.017988 | 0.032089 | -0.011644 | -0.016508 | -0.011928 | 0.028687 | -0.004872 | -0.049701 | -0.019796 | -0.007299 | 0.026547 | 0.021181 | -0.002022 | -0.005284 | 0.038382 | -0.000371 | -0.003053 | -0.009331 | -0.005325 | 0.012087 | 0.017312 | 0.002516 | -0.009720 | -0.033450 | -0.048476 | -0.009718 | -0.019708 | -0.011705 | -0.030438 | 0.027053 | -0.015250 | -0.020405 | -0.021169 | -0.011491 | -0.018734 | -0.015550 | -0.023833 | -0.008644 | -0.011296 | -0.017743 | -0.040994 | 0.013403 | 0.049386 | 0.041816 | -0.006050 | 0.029518 | -0.025004 | -0.010812 | 0.021080 | 0.019669 | 0.003201 | -0.005287 | 0.000864 | -0.008361 | -0.005323 | 0.014863 | 0.001207 | -0.011175 | -0.030134 | 0.019412 | -0.012765 | -0.016355 | -0.018917 | -0.021637 | -0.011595 | -0.019488 | -0.008503 | -0.013020 | -0.017394 | -0.044497 | -0.015176 | -0.017402 | 0.012252 | 0.041553 | 0.034076 | -0.006198 | 0.009528 | -0.017262 | 0.035124 | -0.012250 | 0.007334 | 0.009455 | 0.000731 | -0.025168 | -0.009223 | -0.008696 | 1.000000 | -0.001351 | 0.000416 | -0.003572 | -0.032199 | -0.031851 | -0.004063 | -0.007810 | -0.007932 | 0.006242 | 0.018532 | 0.034946 | -0.024230 | -0.011879 | 0.001546 | -0.009137 | 0.013066 | -0.002845 | -0.026321 | 0.002275 | -0.006247 | -0.019210 | -0.029194 | -0.010545 | -0.003574 | -0.033551 | 0.011994 | -0.003628 | -0.005851 | 0.006844 | -0.001872 | 0.053666 | -0.058087 | 0.018550 | -0.012102 | 0.016060 | 0.013462 | 0.029789 | 0.050204 | -0.024807 | 0.012667 | -0.006549 | 0.025717 | 0.035633 | -0.012515 | -0.010704 | 0.038007 | -0.005379 | -0.004276 | -0.003660 | -0.004429 | -0.048730 | -0.011446 | -0.027793 | -0.037185 | 0.008650 | 0.107452 | 0.004414 | -0.026428 | -0.026531 | -0.026008 | -0.024946 | -0.015555 | -0.010985 | -0.002560 | -0.026333 |
| 429 | 0.039119 | 0.001136 | 0.008704 | -0.003746 | -0.009466 | 0.011353 | 0.031105 | -0.003696 | -0.018220 | 0.006257 | 0.015835 | 0.011708 | -0.016141 | 0.003159 | -0.012403 | -0.016442 | -0.018288 | 0.001212 | -0.023243 | -0.010442 | 0.011231 | -0.013562 | -0.007388 | -0.008844 | -0.022154 | -0.018786 | -0.022892 | -0.007464 | -0.007118 | 0.014701 | -0.006106 | 0.007888 | 0.019466 | -0.015647 | 0.014120 | -0.008075 | -0.007623 | 0.009915 | -0.006182 | 0.010565 | 0.016206 | 0.060669 | 0.002420 | -0.019220 | -0.009417 | -0.009442 | 0.001079 | 0.008258 | 0.004256 | 0.003988 | -0.008842 | -0.022426 | -0.028758 | -0.005711 | 0.021642 | 0.017601 | 0.090818 | -0.023954 | -0.014298 | -0.020457 | -0.011276 | 0.011269 | -0.004636 | 0.051859 | -0.015464 | 0.045721 | 0.014883 | 0.007608 | -0.004003 | -0.004144 | 0.001160 | -0.004613 | 0.002060 | 0.039216 | 0.004256 | 0.010148 | 0.042671 | 0.010217 | 0.012025 | 0.057618 | 0.005172 | -0.014495 | -0.009418 | 0.000909 | 0.002208 | 0.003882 | -0.019568 | -0.027489 | -0.004343 | 0.025648 | -0.004785 | 0.005821 | -0.001646 | 0.039185 | 0.011406 | 0.009283 | 0.005070 | -0.004734 | -0.004323 | -0.001823 | 0.000796 | -0.009391 | -0.013356 | -0.002870 | 0.020310 | -0.007017 | 0.010261 | -0.013820 | -0.011598 | -0.011008 | -0.024323 | 0.003145 | 0.018296 | 0.000032 | 0.014064 | 0.005799 | 0.010802 | -0.001351 | 1.000000 | -0.019575 | -0.024568 | 0.046579 | 0.011379 | -0.017149 | -0.015007 | -0.013734 | -0.036172 | -0.021486 | -0.018973 | 0.005357 | -0.015646 | -0.010587 | 0.034835 | -0.023555 | 0.062560 | 0.079027 | 0.001265 | 0.059703 | 0.043677 | 0.008425 | -0.005121 | 0.002517 | -0.011877 | 0.015378 | -0.017344 | -0.013858 | 0.040388 | 0.057698 | -0.005252 | -0.023338 | -0.002660 | 0.002285 | -0.007101 | 0.000519 | -0.004639 | 0.041779 | 0.008568 | -0.005035 | -0.005013 | -0.010615 | -0.007119 | -0.002824 | -0.004125 | 0.007682 | -0.004921 | 0.008534 | -0.000737 | 0.003202 | -0.005011 | -0.005094 | -0.008429 | -0.030251 | -0.015079 | 0.008822 | -0.000686 | 0.004021 | 0.003838 | 0.003398 | 0.031586 | 0.021782 | 0.004082 | 0.009502 | 0.000275 |
| 430 | -0.056194 | 0.049959 | 0.023505 | -0.043869 | -0.004403 | 0.043572 | -0.033226 | -0.012381 | 0.674305 | -0.622276 | 0.205401 | -0.002011 | -0.182528 | -0.084906 | 0.010901 | -0.010253 | -0.006429 | 0.012231 | 0.004955 | 0.030975 | 0.104982 | 0.072240 | -0.002503 | -0.094879 | 0.088350 | 0.138987 | 0.108539 | -0.074646 | -0.009363 | 0.034648 | -0.072081 | -0.016175 | -0.033985 | -0.020557 | -0.004425 | -0.026242 | -0.019901 | -0.009951 | -0.034298 | -0.033827 | 0.063286 | 0.040661 | 0.065311 | 0.001906 | -0.004349 | 0.037539 | -0.001508 | 0.040989 | -0.023682 | -0.006010 | 0.026813 | 0.866441 | 0.573799 | 0.014508 | -0.056949 | -0.099002 | -0.055276 | -0.051764 | -0.018450 | -0.031883 | -0.004606 | -0.012000 | -0.027586 | -0.023262 | -0.015794 | -0.009076 | -0.012205 | -0.037524 | -0.011668 | -0.007399 | -0.025890 | 0.010569 | -0.028474 | 0.002526 | -0.002046 | -0.006306 | 0.030702 | -0.031871 | 0.085255 | 0.064896 | 0.062858 | -0.000296 | -0.004353 | -0.002734 | -0.023961 | -0.005991 | 0.890253 | 0.601822 | 0.030814 | -0.056395 | -0.004048 | -0.010697 | -0.022492 | -0.018331 | -0.025189 | -0.012104 | -0.039903 | -0.011298 | -0.007645 | -0.027968 | 0.008525 | -0.027957 | -0.018207 | -0.033424 | 0.025075 | 0.017074 | -0.006181 | 0.033642 | 0.012577 | 0.026461 | -0.044571 | -0.007696 | 0.013004 | 0.001190 | 0.047164 | -0.024726 | 0.012704 | 0.000416 | -0.019575 | 1.000000 | 0.899213 | 0.175936 | 0.087848 | 0.948040 | 0.951673 | 0.953723 | -0.024713 | -0.046224 | -0.115116 | -0.022930 | -0.020893 | -0.036884 | 0.044714 | -0.068714 | -0.006056 | -0.020084 | -0.087033 | -0.062028 | -0.052229 | 0.020246 | -0.008645 | -0.006750 | 0.023797 | -0.005079 | -0.016993 | -0.021484 | 0.002210 | 0.013669 | -0.016711 | 0.001781 | -0.036828 | -0.023076 | -0.002829 | -0.026838 | 0.047767 | 0.004892 | -0.000684 | 0.012399 | 0.138906 | -0.020736 | 0.080545 | 0.038502 | 0.045188 | 0.000239 | -0.004987 | -0.003358 | 0.146617 | 0.056632 | 0.069014 | 0.057025 | 0.019795 | -0.018665 | -0.010447 | 0.005246 | 0.017848 | -0.011156 | -0.011850 | -0.011518 | 0.000788 | 0.043900 | 0.023100 | 0.045654 | 0.109569 |
| 431 | -0.041317 | 0.049177 | 0.022954 | -0.056951 | -0.003564 | 0.048542 | -0.009461 | -0.026910 | 0.595582 | -0.448356 | 0.181848 | 0.029473 | -0.219346 | -0.103825 | 0.016982 | -0.026474 | -0.019709 | 0.011847 | -0.005590 | 0.026502 | 0.104862 | 0.095420 | -0.008524 | -0.100211 | 0.088812 | 0.122192 | 0.096674 | -0.080213 | -0.008567 | 0.021347 | -0.086594 | -0.021109 | -0.036968 | -0.021013 | 0.007202 | -0.024733 | -0.016605 | -0.008797 | -0.017982 | -0.043247 | 0.047279 | 0.035232 | 0.053158 | -0.018847 | -0.003429 | 0.026778 | 0.000742 | 0.020386 | -0.027869 | -0.001258 | 0.022768 | 0.686123 | 0.811688 | 0.019724 | -0.062506 | -0.125760 | -0.068891 | -0.022968 | -0.015268 | -0.025861 | -0.011665 | -0.007235 | -0.020908 | -0.015662 | -0.000311 | -0.029150 | -0.020188 | -0.022877 | -0.008383 | -0.005246 | -0.021022 | 0.025360 | -0.028148 | 0.013504 | 0.004340 | -0.005983 | 0.033047 | -0.042666 | 0.069603 | 0.063698 | 0.045275 | -0.021646 | -0.003433 | -0.000192 | -0.027587 | -0.001299 | 0.724483 | 0.828019 | 0.035470 | -0.061983 | -0.010202 | -0.009190 | -0.016887 | -0.014590 | -0.020007 | -0.016880 | -0.028715 | -0.007865 | -0.006178 | -0.025456 | 0.025745 | -0.025127 | -0.014523 | -0.031254 | 0.035368 | 0.020058 | -0.005827 | 0.021716 | 0.010759 | 0.016057 | -0.062903 | -0.017035 | 0.036398 | 0.002546 | 0.047983 | -0.028330 | 0.023239 | -0.003572 | -0.024568 | 0.899213 | 1.000000 | 0.175124 | 0.054347 | 0.933359 | 0.929544 | 0.932598 | -0.067375 | -0.046608 | -0.194574 | -0.016472 | -0.017412 | -0.036591 | 0.043361 | -0.089072 | -0.013321 | -0.008190 | -0.082356 | -0.076359 | -0.069812 | 0.037339 | -0.006511 | -0.004237 | 0.052349 | -0.011861 | -0.009256 | -0.016294 | -0.009965 | 0.034639 | -0.034112 | 0.017401 | -0.031801 | -0.009569 | -0.009788 | -0.026579 | 0.017862 | 0.015202 | -0.012042 | 0.007047 | 0.139180 | -0.014928 | 0.080226 | 0.040216 | 0.039374 | 0.007866 | -0.010673 | -0.002820 | 0.142940 | 0.078703 | 0.092352 | 0.053195 | 0.036536 | -0.027908 | -0.030510 | -0.001999 | 0.008995 | -0.006384 | -0.007500 | -0.006108 | -0.002707 | 0.045770 | -0.009110 | 0.034040 | 0.120304 |
| 432 | -0.010828 | 0.032311 | 0.018743 | 0.053350 | -0.010965 | -0.017815 | -0.045017 | 0.013698 | 0.103016 | -0.086645 | 0.206027 | -0.021205 | -0.013161 | 0.000492 | 0.001330 | -0.032238 | -0.029086 | -0.001407 | -0.029051 | -0.006338 | 0.012078 | 0.013395 | 0.012443 | -0.008327 | -0.036923 | -0.046868 | -0.044868 | -0.003106 | -0.005511 | -0.012898 | -0.005337 | 0.006453 | 0.007266 | -0.024637 | -0.007383 | -0.043888 | -0.040583 | -0.010378 | 0.030135 | 0.010286 | -0.008943 | -0.002184 | 0.031468 | 0.034501 | -0.010895 | -0.002875 | -0.018986 | -0.034095 | -0.025503 | -0.011494 | -0.030525 | 0.124362 | 0.104405 | 0.498265 | 0.068095 | -0.012741 | 0.022626 | 0.019818 | 0.003310 | 0.023883 | -0.022209 | -0.001596 | -0.017570 | 0.003570 | -0.012253 | 0.007356 | 0.000340 | 0.002696 | 0.003501 | -0.007609 | -0.006735 | -0.023611 | -0.053069 | -0.027744 | -0.021020 | -0.013035 | 0.004715 | 0.005566 | 0.005288 | 0.005724 | 0.013069 | 0.036364 | -0.010898 | -0.019299 | -0.022050 | -0.011579 | 0.130040 | 0.106913 | 0.486057 | 0.065794 | -0.015173 | -0.005891 | -0.014622 | -0.001243 | -0.001198 | -0.001160 | 0.002363 | 0.003054 | -0.006901 | -0.007655 | -0.019156 | -0.010099 | -0.010789 | -0.056283 | -0.023903 | -0.019735 | -0.013110 | 0.007020 | -0.016826 | 0.000364 | 0.028942 | -0.004638 | 0.014307 | -0.020824 | -0.025787 | -0.029382 | 0.005983 | -0.032199 | 0.046579 | 0.175936 | 0.175124 | 1.000000 | 0.006696 | 0.180779 | 0.178196 | 0.177981 | 0.019565 | 0.006424 | -0.001067 | -0.005178 | 0.002331 | -0.018145 | 0.033926 | 0.012907 | -0.006710 | 0.012621 | 0.032899 | 0.026466 | 0.027301 | -0.003256 | -0.007306 | 0.005880 | -0.026242 | 0.035438 | 0.002012 | -0.014335 | -0.017035 | -0.013133 | 0.029855 | 0.025356 | 0.015046 | -0.018865 | -0.035844 | -0.050580 | 0.035052 | -0.022773 | -0.047065 | 0.013681 | -0.010611 | 0.021190 | -0.018757 | -0.006038 | -0.011688 | -0.017422 | -0.017752 | -0.012897 | 0.021452 | 0.005059 | -0.015498 | 0.008615 | -0.019020 | -0.052265 | 0.032779 | 0.011628 | 0.027108 | -0.002508 | -0.003291 | -0.004977 | -0.013394 | -0.000245 | -0.013933 | -0.016258 | 0.004431 |
| 433 | 0.062605 | -0.001006 | -0.018969 | 0.017265 | 0.020404 | -0.042839 | -0.049532 | 0.048543 | 0.289180 | -0.234864 | 0.027723 | -0.075001 | 0.091338 | 0.068195 | -0.029722 | 0.071024 | 0.051895 | -0.039075 | 0.022604 | 0.000316 | -0.012573 | -0.072867 | -0.016017 | 0.039311 | -0.044444 | 0.028699 | 0.026140 | 0.040231 | -0.022410 | 0.044005 | 0.044866 | 0.035456 | 0.037337 | -0.028659 | -0.013712 | -0.045118 | -0.049032 | -0.023232 | -0.008713 | -0.041473 | 0.003467 | -0.012238 | -0.033057 | 0.062985 | 0.020222 | 0.035182 | -0.026283 | 0.005621 | 0.015719 | -0.023361 | -0.029593 | 0.082271 | 0.011643 | -0.017218 | 0.232494 | 0.027083 | -0.021387 | -0.067979 | -0.012634 | -0.001320 | -0.015020 | 0.004857 | 0.020358 | -0.003902 | -0.023679 | 0.028521 | 0.017189 | -0.013336 | -0.026520 | -0.029215 | -0.016431 | -0.055986 | -0.007996 | -0.003930 | -0.001496 | -0.022780 | 0.000717 | -0.037536 | -0.004764 | -0.026065 | -0.011377 | 0.060205 | 0.020233 | -0.026093 | 0.013453 | -0.023194 | 0.083296 | 0.022614 | -0.018119 | 0.232559 | -0.025287 | 0.002067 | 0.014569 | -0.002662 | -0.002611 | 0.008775 | -0.011253 | -0.025712 | -0.028126 | -0.012246 | -0.063689 | -0.027293 | -0.026403 | -0.004190 | -0.006072 | 0.003192 | -0.022760 | 0.066061 | 0.022526 | 0.037026 | 0.001629 | 0.017672 | -0.000542 | -0.027041 | 0.014436 | 0.008148 | -0.032352 | -0.031851 | 0.011379 | 0.087848 | 0.054347 | 0.006696 | 1.000000 | 0.056755 | 0.063896 | 0.056749 | 0.086504 | 0.118959 | 0.322799 | -0.007258 | -0.013869 | -0.023617 | 0.001734 | 0.050440 | 0.016629 | 0.001608 | 0.020084 | 0.027500 | 0.038059 | -0.033853 | -0.032016 | -0.011914 | -0.080281 | -0.031061 | 0.016724 | -0.084112 | -0.013440 | -0.010612 | 0.049720 | 0.013753 | 0.014786 | -0.004721 | -0.027833 | -0.007027 | 0.025788 | 0.000377 | -0.006966 | -0.008619 | -0.029949 | 0.012206 | 0.011369 | -0.016544 | 0.003971 | 0.003972 | -0.042094 | -0.021639 | 0.050287 | -0.049977 | -0.108204 | -0.026049 | -0.128482 | 0.037273 | 0.052059 | 0.013750 | 0.005822 | 0.040146 | 0.036320 | 0.037390 | 0.058159 | 0.012365 | -0.019441 | -0.014079 | 0.047553 |
| 434 | -0.064344 | 0.050409 | 0.022694 | -0.041670 | -0.005190 | 0.043919 | -0.032291 | -0.013601 | 0.631860 | -0.619117 | 0.187554 | 0.029095 | -0.190581 | -0.075646 | 0.013332 | -0.028169 | -0.021939 | 0.018707 | -0.006172 | 0.038597 | 0.095741 | 0.091144 | -0.006930 | -0.103664 | 0.090881 | 0.128231 | 0.105452 | -0.087941 | -0.007109 | 0.028523 | -0.085503 | -0.017062 | -0.037537 | -0.020926 | 0.011304 | -0.024018 | -0.021327 | -0.008509 | -0.016993 | -0.037164 | 0.056662 | 0.043361 | 0.052243 | -0.007736 | -0.005142 | 0.033014 | -0.000233 | 0.025137 | -0.013987 | -0.002505 | 0.020882 | 0.709198 | 0.584364 | 0.010954 | -0.086355 | -0.101506 | -0.060841 | -0.038550 | -0.011050 | -0.013778 | 0.006149 | -0.011369 | -0.027581 | -0.022468 | -0.003226 | -0.011628 | -0.008310 | -0.031114 | -0.007257 | -0.005387 | -0.021392 | 0.024153 | -0.022936 | 0.016111 | 0.009644 | -0.004711 | 0.033824 | -0.039311 | 0.079985 | 0.070739 | 0.047039 | -0.009816 | -0.005143 | -0.001529 | -0.014469 | -0.002492 | 0.749644 | 0.612419 | 0.027909 | -0.085146 | 0.010910 | -0.011800 | -0.022632 | -0.019051 | -0.020586 | -0.008509 | -0.034143 | -0.007192 | -0.006635 | -0.024182 | 0.022438 | -0.027974 | -0.018637 | -0.029553 | 0.039038 | 0.028992 | -0.004554 | 0.023177 | 0.011760 | 0.022690 | -0.038058 | -0.013500 | 0.025999 | 0.001721 | 0.035145 | -0.013844 | 0.017765 | -0.004063 | -0.017149 | 0.948040 | 0.933359 | 0.180779 | 0.056755 | 1.000000 | 0.993665 | 0.992333 | -0.072521 | -0.084459 | -0.192726 | -0.011005 | -0.014683 | -0.029124 | 0.052648 | -0.066938 | -0.011656 | -0.017787 | -0.082164 | -0.062871 | -0.049322 | 0.031056 | -0.005927 | -0.002718 | 0.038482 | -0.006431 | -0.009278 | -0.031077 | -0.002215 | 0.017019 | -0.019853 | 0.003757 | -0.044659 | -0.021549 | -0.004913 | -0.022154 | 0.030892 | 0.018072 | -0.018483 | 0.024527 | 0.128726 | -0.025023 | 0.082730 | 0.052837 | 0.053176 | 0.013236 | -0.003981 | -0.000949 | 0.153011 | 0.060105 | 0.076489 | 0.053389 | 0.029362 | -0.026729 | -0.008913 | 0.000992 | 0.015300 | -0.015258 | -0.014977 | -0.015532 | -0.005972 | 0.045354 | -0.004271 | 0.044799 | 0.111609 |
| 435 | -0.065386 | 0.053605 | 0.025098 | -0.035809 | -0.006646 | 0.036880 | -0.032221 | -0.012784 | 0.644550 | -0.637909 | 0.189297 | 0.023851 | -0.187473 | -0.080117 | 0.014804 | -0.023060 | -0.015777 | 0.016827 | -0.001455 | 0.041888 | 0.100196 | 0.085272 | -0.003604 | -0.101146 | 0.091074 | 0.132627 | 0.106354 | -0.082610 | -0.005529 | 0.032022 | -0.079596 | -0.013915 | -0.036266 | -0.020926 | 0.008485 | -0.021977 | -0.016868 | -0.006467 | -0.022536 | -0.037528 | 0.053190 | 0.043110 | 0.049589 | -0.006344 | -0.006603 | 0.033074 | 0.000688 | 0.028022 | -0.012405 | -0.001788 | 0.022439 | 0.711289 | 0.572543 | 0.007767 | -0.075060 | -0.102062 | -0.056060 | -0.042092 | -0.019891 | -0.022983 | 0.006375 | -0.010304 | -0.023986 | -0.021291 | -0.004520 | -0.011393 | -0.008887 | -0.032732 | -0.007147 | -0.005425 | -0.020831 | 0.019484 | -0.023296 | 0.009835 | 0.006380 | -0.003562 | 0.031724 | -0.039280 | 0.076782 | 0.070362 | 0.046801 | -0.008173 | -0.006606 | -0.000585 | -0.013405 | -0.001766 | 0.751591 | 0.602110 | 0.024326 | -0.073676 | 0.010074 | -0.009702 | -0.019513 | -0.016975 | -0.021316 | -0.009260 | -0.036099 | -0.006680 | -0.006405 | -0.023002 | 0.018972 | -0.026781 | -0.017932 | -0.029368 | 0.033067 | 0.025614 | -0.003401 | 0.021831 | 0.009883 | 0.023414 | -0.036937 | -0.017177 | 0.026381 | 0.002682 | 0.040590 | -0.012491 | 0.017958 | -0.007810 | -0.015007 | 0.951673 | 0.929544 | 0.178196 | 0.063896 | 0.993665 | 1.000000 | 0.996216 | -0.063282 | -0.074098 | -0.182533 | -0.017986 | -0.023442 | -0.033812 | 0.048778 | -0.060818 | -0.008737 | -0.017589 | -0.081435 | -0.063356 | -0.047758 | 0.031069 | -0.005837 | -0.005138 | 0.034171 | -0.002679 | -0.012457 | -0.034536 | -0.004112 | 0.014766 | -0.020925 | -0.000367 | -0.043762 | -0.022348 | -0.001746 | -0.022417 | 0.038926 | 0.011746 | -0.019370 | 0.018910 | 0.128324 | -0.025927 | 0.077740 | 0.051114 | 0.050403 | 0.009487 | -0.004325 | 0.000075 | 0.154312 | 0.052223 | 0.073622 | 0.056621 | 0.029475 | -0.019872 | -0.008205 | -0.002238 | 0.019211 | -0.016245 | -0.016102 | -0.016982 | -0.006166 | 0.046341 | -0.007680 | 0.044365 | 0.108573 |
| 436 | -0.064745 | 0.052811 | 0.025229 | -0.044270 | -0.006298 | 0.043969 | -0.031404 | -0.016001 | 0.638651 | -0.631590 | 0.188968 | 0.029044 | -0.196796 | -0.080122 | 0.013162 | -0.020422 | -0.015282 | 0.010284 | -0.003668 | 0.038909 | 0.097597 | 0.084576 | -0.004788 | -0.100268 | 0.088656 | 0.132775 | 0.106480 | -0.082888 | -0.007236 | 0.029360 | -0.080725 | -0.011999 | -0.035614 | -0.021457 | 0.004095 | -0.023696 | -0.011915 | -0.006020 | -0.023226 | -0.037299 | 0.059990 | 0.043510 | 0.054868 | -0.011967 | -0.006236 | 0.030512 | 0.001038 | 0.025566 | -0.011908 | -0.001578 | 0.023181 | 0.713411 | 0.576832 | 0.007216 | -0.083397 | -0.103254 | -0.059223 | -0.040937 | -0.021629 | -0.024904 | 0.005379 | -0.012119 | -0.026552 | -0.022980 | -0.006459 | -0.012627 | -0.010993 | -0.032882 | -0.008016 | -0.006498 | -0.021940 | 0.024045 | -0.022543 | 0.010909 | 0.007530 | -0.003175 | 0.032718 | -0.038975 | 0.083598 | 0.071682 | 0.052484 | -0.014177 | -0.006238 | -0.000303 | -0.012857 | -0.001559 | 0.754065 | 0.606385 | 0.024146 | -0.082081 | 0.008877 | -0.011689 | -0.021660 | -0.018968 | -0.023584 | -0.010711 | -0.035957 | -0.007706 | -0.007368 | -0.024030 | 0.023789 | -0.026963 | -0.017998 | -0.028669 | 0.035043 | 0.027656 | -0.003022 | 0.019859 | 0.010747 | 0.020115 | -0.038119 | -0.015007 | 0.028920 | 0.003090 | 0.035266 | -0.011673 | 0.018746 | -0.007932 | -0.013734 | 0.953723 | 0.932598 | 0.177981 | 0.056749 | 0.992333 | 0.996216 | 1.000000 | -0.069987 | -0.084029 | -0.194665 | -0.018855 | -0.024731 | -0.031990 | 0.051343 | -0.063547 | -0.008427 | -0.018900 | -0.078320 | -0.064033 | -0.052099 | 0.032829 | -0.007031 | -0.004487 | 0.036820 | -0.004044 | -0.008347 | -0.033765 | -0.005099 | 0.015335 | -0.018604 | 0.002547 | -0.042324 | -0.021109 | 0.000374 | -0.021447 | 0.037030 | 0.013078 | -0.012937 | 0.020581 | 0.127060 | -0.023850 | 0.077454 | 0.053668 | 0.051027 | 0.009945 | -0.006093 | 0.000675 | 0.154962 | 0.053842 | 0.075294 | 0.055890 | 0.031409 | -0.020485 | -0.007543 | -0.002097 | 0.018520 | -0.014744 | -0.014422 | -0.015479 | -0.004664 | 0.048985 | -0.006692 | 0.046530 | 0.106426 |
| 438 | 0.026556 | 0.024841 | -0.074651 | -0.008226 | 0.024303 | -0.014556 | 0.004300 | 0.025876 | 0.123154 | -0.078324 | -0.014048 | -0.014673 | 0.277133 | 0.036777 | -0.046517 | 0.003312 | -0.006171 | 0.036959 | -0.011200 | 0.022709 | -0.040523 | -0.123167 | -0.045231 | 0.009619 | -0.008889 | 0.003119 | 0.013575 | -0.008282 | 0.005239 | 0.048391 | 0.001755 | 0.083423 | 0.007113 | -0.006062 | 0.030547 | 0.036783 | 0.046210 | 0.013374 | -0.047554 | -0.023843 | -0.013678 | 0.011931 | -0.042320 | 0.044951 | 0.024152 | 0.026595 | -0.008192 | -0.008325 | 0.003535 | -0.013062 | 0.003889 | 0.015661 | -0.070996 | 0.001462 | 0.281310 | 0.058441 | -0.015779 | -0.039356 | 0.032110 | 0.011995 | 0.004409 | 0.026372 | 0.033153 | 0.013191 | 0.019723 | 0.049473 | 0.038676 | 0.025672 | 0.006046 | -0.003808 | 0.014969 | -0.089313 | 0.001120 | 0.017195 | 0.034870 | 0.012315 | 0.011588 | -0.019454 | -0.018677 | -0.000811 | -0.011413 | 0.047277 | 0.024156 | -0.007410 | 0.005707 | -0.012931 | 0.008557 | -0.071034 | 0.001258 | 0.286272 | 0.005145 | 0.023361 | 0.029608 | 0.012879 | 0.021973 | 0.032151 | 0.027881 | 0.004195 | -0.000467 | 0.014836 | -0.086947 | -0.005010 | -0.006046 | 0.001736 | 0.026581 | 0.035539 | 0.012132 | 0.047035 | 0.003114 | 0.028134 | 0.026977 | 0.055003 | -0.029356 | -0.006981 | 0.078777 | 0.001694 | -0.029184 | 0.006242 | -0.036172 | -0.024713 | -0.067375 | 0.019565 | 0.086504 | -0.072521 | -0.063282 | -0.069987 | 1.000000 | 0.666518 | 0.321825 | 0.005603 | 0.031211 | -0.022119 | -0.030429 | 0.096722 | -0.014984 | 0.012570 | 0.014380 | 0.039738 | 0.055937 | -0.083687 | -0.003644 | 0.011279 | -0.126156 | -0.004183 | 0.011254 | -0.075605 | -0.013333 | 0.010291 | 0.038819 | -0.034394 | 0.030212 | -0.048606 | -0.028490 | -0.002324 | 0.002161 | 0.013200 | 0.049325 | -0.046733 | -0.063321 | -0.005351 | -0.049723 | -0.028946 | 0.007600 | 0.028341 | -0.016926 | 0.008348 | -0.025834 | -0.039041 | -0.046226 | -0.017283 | -0.040921 | -0.009443 | 0.009325 | 0.008659 | 0.022234 | -0.000822 | -0.001628 | -0.003480 | 0.003241 | -0.011265 | -0.022548 | -0.056559 | 0.015519 |
| 439 | 0.032202 | -0.011154 | -0.058467 | 0.021093 | 0.031524 | -0.041655 | -0.002819 | -0.013699 | 0.121289 | -0.043789 | -0.026998 | 0.006414 | 0.275775 | 0.016402 | -0.030827 | 0.013877 | 0.019501 | 0.056481 | 0.019929 | 0.022776 | -0.033613 | -0.143582 | -0.029039 | 0.003199 | 0.010514 | 0.021401 | 0.038516 | 0.002997 | -0.007953 | 0.059655 | 0.011210 | 0.132329 | 0.006522 | -0.003693 | 0.017379 | 0.048381 | 0.075119 | 0.022995 | -0.034680 | -0.017174 | 0.002023 | 0.015407 | -0.046319 | 0.060734 | 0.031373 | 0.036237 | -0.019074 | -0.033220 | 0.010183 | -0.019576 | -0.016998 | -0.011573 | -0.003612 | 0.006226 | 0.268022 | 0.036797 | -0.002347 | -0.010943 | 0.048041 | 0.037154 | 0.021894 | 0.009005 | 0.021899 | 0.007785 | 0.012075 | 0.026499 | 0.024973 | 0.017748 | -0.001774 | -0.006646 | 0.010866 | -0.027508 | 0.014876 | -0.014165 | 0.020230 | 0.023734 | 0.040219 | -0.009404 | -0.003238 | 0.007179 | -0.027906 | 0.059640 | 0.031372 | -0.017813 | 0.013274 | -0.019469 | -0.019832 | -0.002777 | 0.003439 | 0.273681 | 0.016974 | 0.008884 | 0.019573 | 0.008343 | 0.023145 | 0.020985 | 0.023429 | -0.004770 | -0.004198 | 0.010198 | -0.023160 | 0.001367 | -0.001588 | 0.015188 | -0.013572 | 0.011570 | 0.023518 | 0.053673 | 0.021096 | 0.038292 | 0.027169 | 0.051338 | -0.037569 | -0.019406 | 0.080951 | 0.006484 | -0.035763 | 0.018532 | -0.021486 | -0.046224 | -0.046608 | 0.006424 | 0.118959 | -0.084459 | -0.074098 | -0.084029 | 0.666518 | 1.000000 | 0.316087 | 0.033443 | 0.044926 | 0.009349 | -0.032308 | 0.062562 | -0.019185 | 0.010251 | -0.010892 | 0.014596 | 0.030673 | -0.072376 | -0.008718 | 0.013503 | -0.095211 | 0.020590 | 0.075928 | -0.101074 | -0.012745 | 0.014443 | 0.025332 | -0.012327 | 0.019638 | -0.059705 | -0.019850 | 0.011453 | 0.002396 | -0.018633 | 0.047012 | -0.021276 | -0.090237 | -0.009739 | -0.021760 | -0.012799 | -0.000911 | 0.007884 | 0.000655 | 0.021307 | -0.025255 | -0.069174 | -0.057699 | -0.001425 | -0.050242 | -0.021152 | -0.012854 | 0.025569 | 0.007238 | 0.051811 | 0.046199 | 0.048905 | 0.080274 | -0.010737 | -0.026866 | -0.072155 | -0.020213 |
| 440 | 0.050793 | 0.020194 | -0.020019 | 0.070096 | 0.040941 | -0.089987 | -0.054285 | 0.029563 | 0.329713 | -0.184229 | -0.020916 | -0.210860 | 0.312705 | 0.024469 | -0.051690 | 0.089582 | 0.070845 | 0.015863 | 0.052365 | 0.030280 | -0.061137 | -0.183498 | -0.026402 | 0.068730 | -0.068499 | 0.003969 | 0.014548 | 0.065039 | -0.026483 | 0.096284 | 0.088688 | 0.125694 | 0.061297 | -0.025871 | -0.022140 | 0.006739 | 0.014325 | 0.023719 | -0.041939 | -0.014965 | 0.009227 | 0.006056 | -0.036355 | 0.191251 | 0.040398 | 0.074246 | -0.033953 | -0.023226 | 0.011744 | -0.039006 | -0.017945 | -0.050363 | -0.190989 | -0.001748 | 0.313377 | 0.140615 | 0.065178 | -0.086311 | -0.000368 | 0.002106 | 0.014869 | 0.028610 | 0.023519 | 0.026676 | 0.012381 | 0.110473 | 0.076092 | 0.015117 | -0.014304 | -0.033120 | 0.000627 | -0.125120 | -0.016284 | -0.013189 | 0.034012 | 0.019794 | -0.008529 | -0.011791 | -0.000849 | -0.004882 | 0.005362 | 0.189428 | 0.040402 | -0.034116 | 0.018187 | -0.038787 | -0.069151 | -0.182663 | -0.004603 | 0.318016 | 0.016413 | 0.017494 | 0.016948 | 0.019034 | 0.008758 | 0.063585 | 0.028408 | -0.022205 | -0.031424 | 0.002372 | -0.123516 | -0.027493 | -0.028346 | -0.009992 | -0.008007 | 0.038612 | 0.019678 | 0.158549 | 0.018731 | 0.081951 | 0.108026 | 0.034200 | -0.037538 | -0.032495 | -0.009022 | 0.007900 | -0.069755 | 0.034946 | -0.018973 | -0.115116 | -0.194574 | -0.001067 | 0.322799 | -0.192726 | -0.182533 | -0.194665 | 0.321825 | 0.316087 | 1.000000 | 0.005850 | -0.003142 | -0.010251 | -0.009269 | 0.080914 | 0.023071 | 0.040387 | 0.057129 | 0.102822 | 0.115496 | -0.121488 | -0.035811 | 0.036060 | -0.201753 | 0.007520 | 0.047649 | -0.126639 | 0.053910 | 0.003566 | 0.081098 | -0.039633 | 0.020038 | -0.041396 | -0.035869 | -0.016025 | 0.039670 | -0.012694 | 0.006320 | -0.034894 | -0.124255 | 0.014078 | -0.026085 | -0.024294 | -0.005763 | 0.029243 | -0.031106 | 0.016102 | 0.004915 | -0.105127 | -0.220723 | -0.052536 | -0.176886 | -0.042904 | 0.059812 | 0.031923 | -0.001360 | 0.055396 | 0.046837 | 0.052263 | 0.073433 | -0.025780 | 0.026093 | -0.056109 | -0.007446 |
| 456 | 0.015557 | 0.008012 | -0.000669 | -0.022014 | -0.002249 | -0.002236 | 0.010837 | -0.011621 | -0.020014 | 0.025419 | -0.046035 | 0.012799 | 0.022632 | 0.010756 | 0.074733 | -0.014646 | 0.011069 | 0.007486 | 0.044522 | -0.258870 | 0.040706 | 0.003316 | 0.080757 | 0.013640 | -0.028336 | 0.019150 | 0.081641 | 0.054042 | -0.017184 | -0.020285 | 0.054497 | 0.039301 | 0.040362 | -0.025389 | 0.029215 | 0.039580 | 0.000772 | -0.017607 | 0.034630 | -0.014980 | -0.008963 | -0.015502 | -0.002741 | -0.007342 | -0.002279 | -0.016149 | -0.003010 | -0.073181 | -0.015189 | -0.000500 | -0.010027 | -0.024889 | -0.010531 | -0.003300 | -0.003823 | 0.218611 | 0.301918 | 0.105716 | 0.714316 | 0.641068 | 0.079523 | 0.043243 | 0.017086 | -0.000703 | -0.021174 | 0.067876 | 0.020256 | -0.022500 | -0.010641 | -0.023702 | -0.011864 | -0.035965 | 0.011958 | 0.047873 | 0.021912 | -0.012922 | -0.072486 | -0.017704 | -0.001869 | -0.012738 | -0.002551 | -0.006061 | -0.002280 | -0.002107 | -0.013619 | -0.000520 | -0.025894 | -0.012421 | -0.000983 | -0.008848 | 0.068774 | 0.029692 | 0.017563 | -0.002998 | 0.197170 | 0.016537 | -0.021887 | -0.013827 | -0.021534 | -0.017520 | -0.028038 | -0.021441 | -0.022508 | 0.004268 | 0.055171 | 0.028281 | -0.012843 | 0.006829 | -0.016202 | -0.015057 | 0.006994 | 0.011625 | -0.005779 | -0.003903 | -0.076716 | -0.014307 | 0.000333 | -0.024230 | 0.005357 | -0.022930 | -0.016472 | -0.005178 | -0.007258 | -0.011005 | -0.017986 | -0.018855 | 0.005603 | 0.033443 | 0.005850 | 1.000000 | 0.708378 | 0.513769 | -0.019828 | -0.001265 | 0.034426 | 0.006437 | -0.009099 | 0.070642 | 0.039812 | -0.036509 | -0.022493 | 0.012927 | -0.059663 | 0.022499 | -0.003070 | 0.045092 | -0.015372 | -0.020905 | 0.065502 | 0.026337 | 0.010766 | 0.008801 | -0.009352 | 0.009289 | 0.017398 | 0.040390 | -0.023280 | 0.018743 | -0.024188 | -0.007483 | 0.022129 | 0.021063 | 0.030169 | 0.021208 | -0.006045 | -0.011321 | -0.000198 | -0.006207 | -0.035501 | -0.003975 | -0.045551 | -0.017755 | 0.015987 | 0.007413 | 0.002372 | 0.023557 | 0.021606 | 0.023183 | 0.038838 | 0.000346 | 0.004392 | 0.049000 | 0.000862 |
| 457 | -0.006110 | 0.001850 | 0.021667 | -0.001728 | 0.012034 | 0.002068 | 0.019641 | -0.006639 | -0.030285 | 0.047804 | -0.027501 | 0.039654 | 0.006761 | -0.015541 | -0.046237 | 0.038279 | -0.015409 | -0.009406 | -0.003513 | -0.218295 | -0.047433 | 0.034839 | -0.032620 | 0.085566 | -0.043311 | 0.025929 | 0.114389 | 0.040505 | 0.003958 | -0.033968 | 0.041579 | 0.010528 | 0.003333 | 0.008098 | 0.020518 | 0.065032 | 0.060924 | -0.007784 | 0.021426 | -0.007498 | -0.005709 | -0.024918 | 0.003908 | -0.021264 | 0.012002 | -0.004575 | 0.016521 | -0.050247 | -0.016789 | 0.018435 | 0.009437 | -0.016356 | -0.005145 | 0.023793 | 0.033535 | 0.108356 | 0.214400 | 0.238640 | 0.996777 | 0.810495 | -0.029538 | 0.037394 | 0.009403 | 0.008773 | -0.015647 | -0.022583 | -0.023004 | 0.009054 | -0.001558 | 0.007470 | 0.010070 | -0.006144 | -0.010573 | 0.054706 | 0.036085 | -0.005074 | -0.035486 | -0.006194 | -0.006743 | -0.030093 | -0.009119 | -0.017487 | 0.011998 | 0.018304 | -0.018519 | 0.018374 | -0.018894 | -0.006837 | 0.023060 | 0.025174 | -0.038167 | 0.034150 | 0.015630 | 0.010005 | 0.262136 | -0.017353 | 0.005270 | 0.000058 | 0.008065 | 0.009419 | 0.009241 | 0.010563 | 0.007737 | -0.005893 | 0.053240 | 0.036194 | -0.005131 | -0.026303 | 0.002957 | -0.003699 | -0.002314 | -0.006023 | -0.028072 | 0.015812 | -0.067436 | -0.014648 | 0.020640 | -0.011879 | -0.015646 | -0.020893 | -0.017412 | 0.002331 | -0.013869 | -0.014683 | -0.023442 | -0.024731 | 0.031211 | 0.044926 | -0.003142 | 0.708378 | 1.000000 | 0.281350 | -0.029975 | -0.003744 | 0.031355 | 0.003546 | 0.037047 | -0.032794 | -0.043142 | -0.006259 | 0.005871 | -0.010043 | -0.009168 | 0.010025 | -0.022955 | 0.108884 | -0.053860 | -0.019527 | 0.062213 | -0.004725 | 0.031777 | 0.008400 | -0.004432 | -0.011124 | -0.016916 | 0.043861 | -0.020928 | -0.010422 | -0.025517 | -0.017496 | -0.011936 | 0.019013 | 0.010012 | 0.025345 | -0.006781 | -0.005216 | -0.014713 | 0.015605 | -0.030645 | -0.022774 | -0.020377 | -0.010365 | 0.022116 | -0.036220 | -0.001224 | 0.019119 | 0.018284 | 0.018853 | 0.013113 | 0.018000 | -0.008347 | 0.024707 | -0.008346 |
| 460 | 0.003927 | 0.041014 | 0.013232 | -0.015767 | 0.010376 | -0.018401 | -0.003256 | -0.000904 | -0.020806 | 0.058807 | -0.073994 | -0.016312 | -0.042884 | -0.032645 | -0.064142 | -0.070580 | -0.126097 | -0.022168 | -0.121957 | -0.338877 | -0.079102 | 0.055551 | -0.082669 | -0.078520 | -0.006839 | 0.030484 | 0.031777 | -0.126465 | -0.016643 | 0.009611 | -0.118881 | -0.028309 | 0.022586 | -0.051501 | 0.025569 | 0.017446 | 0.003525 | -0.036069 | 0.052888 | -0.026672 | 0.016918 | -0.005094 | 0.014730 | -0.040069 | 0.010246 | -0.021152 | -0.032138 | -0.092780 | 0.020694 | -0.027492 | -0.040582 | -0.035946 | -0.025223 | 0.005701 | -0.036770 | 0.103839 | 0.066325 | 0.051776 | 0.273088 | 0.199527 | 0.428588 | -0.005695 | -0.024284 | -0.029228 | -0.011328 | 0.002074 | -0.009726 | -0.013822 | -0.014405 | -0.008620 | -0.027016 | -0.020981 | 0.049434 | 0.013055 | -0.011647 | -0.028200 | -0.122942 | -0.033882 | 0.026093 | 0.000165 | -0.004972 | -0.030814 | 0.010246 | -0.030538 | 0.019592 | -0.027514 | -0.035477 | -0.022649 | 0.003942 | -0.040302 | 0.404435 | -0.005927 | -0.017296 | -0.024101 | 0.042499 | -0.002454 | -0.009382 | -0.017445 | -0.011169 | -0.026828 | -0.025419 | -0.053034 | -0.049970 | 0.038590 | 0.014548 | -0.009268 | -0.028158 | -0.026359 | -0.001538 | -0.019932 | -0.014520 | 0.003682 | 0.003591 | -0.033554 | -0.091780 | 0.022776 | -0.020016 | 0.001546 | -0.010587 | -0.036884 | -0.036591 | -0.018145 | -0.023617 | -0.029124 | -0.033812 | -0.031990 | -0.022119 | 0.009349 | -0.010251 | 0.513769 | 0.281350 | 1.000000 | 0.025973 | -0.050482 | -0.056573 | -0.028716 | -0.025433 | -0.003303 | -0.016334 | -0.083720 | -0.012503 | 0.010254 | -0.040573 | -0.015541 | 0.002401 | 0.001006 | -0.039380 | -0.043726 | 0.053044 | 0.022755 | -0.018331 | -0.000978 | 0.025985 | 0.047868 | -0.013920 | 0.009736 | -0.001926 | 0.016863 | 0.011721 | -0.000616 | 0.014952 | -0.006000 | 0.045496 | -0.010786 | 0.006342 | -0.024780 | -0.028705 | 0.000712 | -0.011986 | 0.006833 | -0.025782 | 0.022091 | -0.012541 | 0.034608 | 0.005040 | 0.069691 | 0.064864 | 0.068149 | 0.078919 | -0.009663 | -0.006414 | 0.047633 | 0.060587 |
| 467 | 0.021150 | 0.039161 | -0.038047 | -0.006049 | -0.000094 | 0.005001 | 0.006161 | 0.002745 | 0.039827 | -0.027899 | 0.014066 | 0.020399 | -0.070121 | 0.011882 | -0.079672 | -0.089208 | -0.136493 | -0.000721 | -0.138849 | 0.027765 | -0.037069 | -0.030768 | -0.122633 | -0.119738 | 0.083838 | 0.058035 | 0.035614 | -0.167327 | -0.006587 | -0.015483 | -0.192821 | -0.020434 | -0.082685 | -0.029035 | -0.022272 | 0.037425 | 0.013269 | -0.008906 | -0.003445 | -0.003845 | 0.027800 | 0.024241 | 0.035157 | -0.005595 | -0.000199 | -0.006865 | 0.001269 | 0.083743 | -0.010144 | -0.000708 | 0.004828 | 0.056315 | 0.041158 | -0.022530 | 0.014683 | -0.126134 | -0.091882 | 0.023569 | -0.027168 | 0.002016 | 0.055933 | -0.021066 | -0.072811 | 0.014591 | -0.045200 | -0.040377 | -0.039083 | -0.016595 | -0.009165 | -0.018385 | -0.029375 | -0.000166 | 0.001582 | 0.019546 | -0.005309 | -0.002291 | 0.008609 | -0.031199 | 0.040799 | 0.026086 | 0.023929 | -0.011568 | -0.000201 | 0.000722 | -0.011508 | -0.000788 | 0.064266 | 0.043969 | -0.022360 | 0.009483 | 0.071423 | -0.017173 | -0.065924 | 0.009797 | -0.021815 | -0.033456 | -0.014011 | -0.007593 | -0.019604 | -0.025263 | -0.005168 | -0.021391 | -0.021515 | 0.000374 | 0.016915 | -0.001072 | -0.002350 | 0.012597 | 0.042703 | -0.007043 | -0.056467 | -0.002890 | 0.037908 | 0.001758 | 0.037506 | -0.010600 | -0.002368 | -0.009137 | 0.034835 | 0.044714 | 0.043361 | 0.033926 | 0.001734 | 0.052648 | 0.048778 | 0.051343 | -0.030429 | -0.032308 | -0.009269 | -0.019828 | -0.029975 | 0.025973 | 1.000000 | -0.054123 | -0.040870 | 0.031286 | -0.042246 | -0.050416 | -0.061735 | -0.034009 | -0.014359 | -0.011936 | -0.016610 | -0.024013 | 0.019345 | 0.001910 | 0.065462 | 0.063711 | 0.018213 | -0.043624 | 0.020415 | -0.014248 | -0.003145 | 0.003351 | -0.002728 | 0.016206 | 0.033450 | 0.002847 | 0.053794 | 0.016663 | 0.002156 | -0.012939 | -0.024483 | -0.004825 | 0.003709 | -0.002970 | -0.000870 | 0.012260 | 0.035139 | 0.003072 | -0.001276 | -0.006363 | 0.012926 | -0.035303 | -0.030982 | 0.148689 | 0.146348 | 0.147311 | 0.145196 | -0.001254 | -0.003953 | -0.005916 | 0.036375 |
| 468 | 0.053943 | -0.029422 | -0.073040 | 0.014881 | 0.026172 | -0.046208 | -0.020666 | -0.010736 | -0.022726 | -0.027977 | 0.006899 | -0.026960 | 0.180828 | 0.077859 | -0.040919 | 0.084309 | 0.059509 | -0.028948 | 0.031892 | 0.010637 | -0.033550 | -0.220185 | -0.008965 | 0.088681 | -0.035714 | -0.003218 | -0.022341 | 0.079029 | 0.019316 | -0.019860 | 0.065454 | 0.048486 | 0.034176 | 0.002429 | -0.020493 | 0.001785 | 0.018020 | -0.016040 | -0.057384 | 0.029495 | 0.020455 | -0.024869 | -0.069775 | 0.052739 | 0.025794 | 0.037873 | -0.008974 | -0.055964 | 0.004193 | -0.013471 | 0.000416 | -0.077872 | -0.111576 | 0.022420 | 0.078116 | 0.098908 | 0.150493 | 0.014772 | -0.005557 | 0.006240 | -0.027664 | 0.067707 | 0.038423 | 0.066651 | 0.021471 | 0.119917 | 0.035018 | 0.031309 | 0.008461 | -0.013339 | 0.022885 | -0.057163 | -0.026316 | -0.053290 | -0.021417 | -0.019353 | 0.047390 | 0.032280 | -0.001356 | -0.033056 | -0.028416 | 0.054584 | 0.025802 | -0.008783 | 0.002705 | -0.013362 | -0.081932 | -0.109639 | 0.020656 | 0.078056 | -0.016307 | 0.051965 | 0.032713 | 0.054983 | 0.032749 | 0.018367 | 0.023393 | 0.014003 | -0.006456 | 0.025247 | -0.042137 | 0.000014 | -0.012850 | -0.022889 | -0.053409 | -0.021853 | -0.019483 | 0.029038 | -0.005778 | 0.046014 | 0.100082 | 0.057664 | -0.004164 | -0.007547 | -0.070580 | 0.008039 | -0.026726 | 0.013066 | -0.023555 | -0.068714 | -0.089072 | 0.012907 | 0.050440 | -0.066938 | -0.060818 | -0.063547 | 0.096722 | 0.062562 | 0.080914 | -0.001265 | -0.003744 | -0.050482 | -0.054123 | 1.000000 | 0.037339 | 0.076983 | 0.068808 | 0.125096 | 0.120653 | -0.004434 | -0.003093 | -0.024611 | -0.082905 | 0.004523 | 0.015876 | -0.038863 | 0.000369 | 0.000414 | 0.023295 | -0.049894 | 0.010723 | -0.067380 | -0.044946 | -0.025324 | -0.018807 | -0.052196 | 0.053262 | -0.004412 | -0.125478 | -0.001974 | -0.072409 | -0.038923 | -0.005423 | -0.025262 | -0.021648 | -0.022778 | -0.024129 | -0.055293 | -0.102369 | -0.047072 | -0.025189 | 0.000912 | 0.030288 | 0.006740 | 0.047890 | -0.009366 | -0.011463 | -0.014426 | 0.013074 | 0.009232 | -0.001777 | -0.020457 | -0.055426 |
| 470 | -0.026841 | 0.022069 | 0.004692 | 0.026988 | 0.002907 | 0.041540 | -0.023138 | 0.023597 | -0.013896 | -0.013318 | -0.025416 | -0.008778 | -0.008263 | -0.002950 | 0.101397 | 0.221452 | 0.240104 | -0.122314 | 0.210208 | 0.051304 | 0.084558 | 0.281393 | 0.037995 | 0.527595 | 0.326304 | 0.103450 | 0.319610 | 0.161480 | 0.644969 | -0.391668 | 0.328669 | -0.009761 | 0.002414 | 0.187957 | -0.022372 | -0.004067 | 0.014200 | -0.015331 | -0.063936 | 0.026661 | -0.058312 | -0.075322 | -0.039350 | -0.007888 | 0.002814 | 0.017981 | -0.000226 | -0.003383 | 0.052058 | -0.001634 | 0.007813 | 0.003328 | -0.010781 | -0.025178 | -0.041292 | 0.043725 | 0.273786 | 0.004604 | 0.025496 | 0.019568 | 0.010606 | 0.681579 | 0.698730 | 0.697371 | 0.475732 | 0.417107 | 0.506024 | 0.561851 | 0.620848 | 0.689036 | 0.660921 | 0.067918 | -0.023569 | -0.003134 | -0.000208 | -0.014091 | 0.104108 | 0.033158 | -0.059555 | -0.075054 | -0.047811 | -0.006578 | 0.002813 | 0.000372 | 0.068479 | -0.001695 | 0.002171 | -0.010384 | -0.028429 | -0.043654 | -0.000411 | 0.647921 | 0.714730 | 0.672707 | 0.684854 | 0.477580 | 0.487717 | 0.639284 | 0.699587 | 0.649781 | 0.081551 | 0.385117 | 0.356114 | -0.014432 | -0.008727 | -0.000121 | -0.014218 | -0.020290 | 0.001582 | 0.015647 | 0.051555 | 0.020167 | 0.006181 | 0.000662 | -0.055973 | 0.051394 | 0.000818 | -0.002845 | 0.062560 | -0.006056 | -0.013321 | -0.006710 | 0.016629 | -0.011656 | -0.008737 | -0.008427 | -0.014984 | -0.019185 | 0.023071 | 0.034426 | 0.031355 | -0.056573 | -0.040870 | 0.037339 | 1.000000 | 0.649811 | 0.103062 | 0.321532 | 0.457926 | 0.503518 | 0.677254 | 0.134493 | 0.073109 | 0.029998 | -0.044960 | -0.000734 | 0.029270 | -0.001529 | 0.012350 | -0.035549 | 0.025938 | -0.043829 | -0.002814 | -0.021961 | 0.028434 | -0.002486 | -0.014188 | -0.009297 | 0.023011 | 0.030915 | -0.012868 | 0.009250 | 0.025790 | -0.004729 | 0.158287 | -0.007841 | 0.023956 | -0.002588 | -0.035947 | 0.043996 | -0.028447 | 0.054762 | 0.034418 | 0.008947 | 0.012991 | 0.023523 | 0.017186 | 0.021219 | 0.041267 | -0.001237 | 0.021418 | 0.045506 | 0.038237 |
| 471 | -0.010854 | 0.014448 | -0.034835 | 0.018025 | -0.000615 | 0.002904 | -0.013665 | 0.064624 | -0.009112 | 0.021965 | -0.033368 | -0.003325 | 0.048536 | 0.013957 | -0.151221 | 0.025751 | -0.053739 | 0.022949 | -0.073677 | 0.040735 | -0.086446 | 0.232796 | -0.230472 | 0.344937 | 0.347955 | 0.088288 | 0.254408 | -0.116940 | 0.621721 | -0.280524 | 0.047323 | -0.001453 | -0.116452 | 0.188040 | -0.005217 | -0.026899 | -0.013517 | -0.008422 | -0.057870 | 0.009649 | -0.028235 | -0.058049 | -0.040446 | 0.057862 | -0.000598 | 0.038451 | 0.002149 | -0.008586 | 0.226868 | -0.002088 | 0.014499 | -0.022154 | 0.002399 | 0.002875 | -0.001677 | 0.011231 | 0.322603 | 0.134632 | 0.003338 | 0.049498 | 0.032613 | 0.830857 | 0.686615 | 0.938281 | 0.593554 | 0.642154 | 0.734235 | 0.803848 | 0.738499 | 0.629578 | 0.743859 | 0.002682 | -0.010798 | -0.000061 | -0.012269 | -0.003261 | 0.067681 | 0.015833 | -0.030523 | -0.063477 | -0.043125 | 0.055091 | -0.000598 | 0.001673 | 0.284606 | -0.002094 | -0.022874 | 0.000954 | -0.003718 | -0.001045 | 0.032562 | 0.723874 | 0.642527 | 0.825083 | 0.724399 | 0.719204 | 0.785026 | 0.693796 | 0.636436 | 0.696137 | 0.015273 | 0.418936 | 0.402850 | 0.005385 | -0.005387 | -0.019427 | -0.003445 | 0.047868 | -0.005139 | 0.036140 | 0.030870 | 0.013325 | 0.031849 | 0.003682 | -0.033868 | 0.221823 | -0.009008 | -0.026321 | 0.079027 | -0.020084 | -0.008190 | 0.012621 | 0.001608 | -0.017787 | -0.017589 | -0.018900 | 0.012570 | 0.010251 | 0.040387 | 0.006437 | 0.003546 | -0.028716 | 0.031286 | 0.076983 | 0.649811 | 1.000000 | 0.184083 | 0.517214 | 0.653828 | 0.390949 | 0.638657 | 0.505373 | 0.011608 | 0.022761 | -0.033137 | -0.007274 | 0.066202 | 0.028261 | -0.006253 | -0.044022 | 0.005290 | -0.022982 | -0.014868 | -0.009544 | 0.020984 | 0.001628 | 0.024231 | -0.019664 | -0.002853 | 0.053544 | -0.024268 | -0.013531 | -0.006198 | -0.010980 | 0.178627 | 0.002455 | 0.007152 | -0.003261 | -0.040949 | -0.009603 | -0.013392 | 0.026565 | -0.011765 | -0.006641 | 0.013658 | 0.017725 | 0.012019 | 0.014660 | 0.051678 | -0.020401 | 0.018212 | 0.052503 | 0.059643 |
| 472 | 0.013495 | -0.050559 | -0.007182 | 0.055073 | -0.004844 | -0.041647 | -0.008107 | 0.041329 | -0.057252 | 0.033488 | -0.002071 | 0.017321 | 0.100751 | 0.006459 | -0.236845 | 0.176959 | -0.001586 | -0.324138 | -0.179794 | -0.234551 | -0.236513 | 0.052424 | -0.124220 | 0.334254 | -0.498045 | -0.305001 | -0.273683 | 0.164902 | 0.044523 | -0.014932 | 0.219326 | 0.010799 | 0.010241 | 0.109593 | 0.001410 | -0.072280 | -0.052005 | -0.027771 | 0.014164 | 0.033368 | 0.010979 | 0.004968 | -0.021916 | 0.011950 | -0.004816 | -0.010775 | 0.027785 | -0.061915 | 0.080051 | 0.027394 | 0.026115 | -0.090589 | -0.076029 | -0.003766 | 0.016993 | 0.072195 | 0.002149 | 0.295302 | 0.019731 | 0.162959 | -0.239620 | 0.100695 | 0.049175 | 0.143259 | 0.353336 | 0.195766 | 0.200408 | 0.313422 | 0.117824 | 0.054356 | 0.237144 | 0.095711 | -0.006095 | 0.012692 | 0.004124 | -0.029471 | 0.077194 | 0.058967 | -0.002810 | 0.000023 | -0.025683 | 0.017518 | -0.004809 | 0.027024 | 0.102431 | 0.027474 | -0.095130 | -0.080030 | -0.006396 | 0.017834 | -0.241084 | 0.046606 | 0.036906 | 0.080707 | 0.090206 | 0.195705 | 0.309031 | 0.093756 | 0.054931 | 0.204060 | 0.092909 | 0.105842 | 0.111485 | -0.003670 | 0.005459 | -0.002935 | -0.029411 | -0.017965 | -0.028799 | -0.005217 | 0.039618 | 0.050004 | 0.056241 | 0.028273 | -0.089995 | 0.073832 | 0.030385 | 0.002275 | 0.001265 | -0.087033 | -0.082356 | 0.032899 | 0.020084 | -0.082164 | -0.081435 | -0.078320 | 0.014380 | -0.010892 | 0.057129 | -0.009099 | 0.037047 | -0.025433 | -0.042246 | 0.068808 | 0.103062 | 0.184083 | 1.000000 | 0.265192 | 0.261994 | 0.133920 | 0.051590 | 0.188496 | 0.107296 | 0.003489 | 0.002167 | 0.012279 | 0.008876 | 0.018862 | 0.049781 | -0.018388 | 0.015133 | -0.006596 | -0.014642 | -0.006321 | 0.007827 | 0.018419 | -0.022549 | 0.038816 | -0.091750 | 0.028838 | -0.080648 | -0.067218 | -0.076907 | 0.010851 | -0.041641 | -0.031777 | -0.068540 | -0.011996 | -0.087182 | -0.045899 | -0.024938 | 0.010309 | 0.030600 | 0.025053 | -0.001021 | -0.032789 | -0.034215 | -0.033752 | -0.018503 | -0.009976 | -0.023390 | -0.018694 | 0.001219 |
| 473 | 0.023699 | -0.016558 | -0.033182 | 0.000456 | 0.028104 | 0.004549 | -0.037111 | 0.073615 | -0.004826 | -0.036004 | -0.018494 | 0.016404 | 0.140608 | 0.023937 | 0.006096 | 0.017501 | 0.041897 | 0.038475 | 0.040426 | 0.019218 | 0.064643 | 0.070786 | 0.003000 | 0.186568 | -0.090496 | -0.232524 | -0.054346 | 0.077594 | 0.089701 | -0.080033 | 0.139101 | 0.051743 | 0.060585 | 0.011225 | 0.002674 | -0.069014 | -0.046051 | -0.025345 | -0.083243 | 0.023071 | -0.022240 | -0.018814 | -0.070947 | 0.103514 | 0.027842 | 0.073823 | -0.015693 | 0.031012 | 0.139597 | -0.024127 | 0.006524 | -0.055814 | -0.083198 | -0.019678 | -0.017133 | 0.180361 | 0.449262 | -0.112862 | -0.033240 | -0.048286 | 0.030232 | 0.388087 | 0.218136 | 0.395036 | 0.263033 | 0.869988 | 0.583477 | 0.347076 | 0.220578 | 0.174269 | 0.242438 | -0.065828 | -0.004546 | 0.014434 | 0.011370 | -0.030544 | 0.045399 | 0.015427 | -0.029401 | -0.019696 | -0.030179 | 0.101881 | 0.027845 | -0.016369 | 0.182429 | -0.024031 | -0.060561 | -0.082799 | -0.020791 | -0.020482 | 0.037982 | 0.264568 | 0.178790 | 0.285470 | 0.201846 | 0.517130 | 0.365065 | 0.170503 | 0.166114 | 0.194341 | -0.059074 | 0.070067 | 0.087175 | 0.002852 | 0.005797 | 0.007811 | -0.030615 | 0.095728 | 0.021896 | 0.074363 | 0.083887 | 0.024159 | 0.012257 | -0.012455 | -0.005295 | 0.135367 | -0.032443 | -0.006247 | 0.059703 | -0.062028 | -0.076359 | 0.026466 | 0.027500 | -0.062871 | -0.063356 | -0.064033 | 0.039738 | 0.014596 | 0.102822 | 0.070642 | -0.032794 | -0.003303 | -0.050416 | 0.125096 | 0.321532 | 0.517214 | 0.265192 | 1.000000 | 0.786253 | 0.129179 | 0.151679 | 0.360467 | -0.066547 | -0.005454 | -0.045045 | -0.024857 | 0.089126 | -0.012583 | 0.042500 | -0.030576 | -0.000611 | -0.049074 | -0.030547 | -0.004776 | -0.007804 | 0.020109 | -0.010350 | -0.018167 | -0.072915 | 0.042305 | -0.009057 | -0.014355 | -0.016054 | 0.015738 | -0.005159 | -0.032192 | 0.010674 | -0.030764 | -0.107164 | -0.015110 | -0.048390 | -0.017715 | 0.033314 | -0.010478 | 0.028581 | -0.019486 | -0.018722 | -0.022425 | 0.009461 | -0.017321 | 0.005076 | 0.025195 | 0.009500 |
| 474 | 0.004028 | -0.009430 | -0.052553 | 0.028147 | 0.014844 | -0.027779 | -0.040754 | 0.060787 | 0.013894 | -0.045496 | -0.006206 | 0.006482 | 0.181562 | 0.021728 | 0.039542 | 0.000664 | 0.044694 | 0.046648 | 0.053539 | 0.031677 | 0.089493 | 0.259023 | -0.006114 | 0.380878 | 0.164499 | -0.147288 | -0.023293 | 0.125030 | 0.463487 | -0.197648 | 0.257113 | 0.095394 | -0.004313 | 0.162740 | 0.022101 | -0.029299 | -0.003796 | -0.022241 | -0.072614 | 0.028063 | -0.025838 | -0.039480 | -0.076034 | 0.147539 | 0.014753 | 0.069743 | -0.009761 | 0.025433 | 0.174912 | -0.017745 | 0.012468 | -0.052482 | -0.084043 | -0.023206 | 0.000790 | 0.158334 | 0.383433 | -0.122215 | -0.041109 | -0.065850 | 0.027904 | 0.681039 | 0.548459 | 0.650576 | 0.375969 | 0.735572 | 0.705981 | 0.552677 | 0.553375 | 0.503288 | 0.566503 | -0.066277 | 0.002416 | -0.019624 | -0.011419 | -0.023104 | 0.046749 | 0.021894 | -0.037132 | -0.039177 | -0.037210 | 0.148793 | 0.014758 | -0.010795 | 0.219626 | -0.017677 | -0.055018 | -0.082179 | -0.024115 | -0.002882 | 0.036647 | 0.611570 | 0.511514 | 0.599150 | 0.532715 | 0.648070 | 0.546859 | 0.515347 | 0.506335 | 0.538703 | -0.053371 | 0.342580 | 0.324710 | 0.013584 | -0.028041 | -0.018062 | -0.023323 | 0.133215 | 0.017471 | 0.070983 | 0.076425 | 0.010687 | 0.006775 | -0.006669 | -0.001795 | 0.174598 | -0.026176 | -0.019210 | 0.043677 | -0.052229 | -0.069812 | 0.027301 | 0.038059 | -0.049322 | -0.047758 | -0.052099 | 0.055937 | 0.030673 | 0.115496 | 0.039812 | -0.043142 | -0.016334 | -0.061735 | 0.120653 | 0.457926 | 0.653828 | 0.261994 | 0.786253 | 1.000000 | 0.242803 | 0.504622 | 0.385588 | -0.074499 | -0.014467 | -0.006209 | -0.020608 | 0.064344 | -0.015549 | 0.025238 | -0.025048 | 0.008609 | -0.045095 | -0.015035 | 0.000807 | 0.024048 | -0.017891 | -0.009805 | -0.042147 | -0.072338 | 0.053366 | -0.036227 | -0.024899 | -0.000306 | -0.011541 | 0.177386 | -0.017569 | 0.028283 | -0.022218 | -0.132111 | 0.002423 | -0.050231 | 0.008174 | 0.033247 | -0.005690 | 0.028373 | -0.003920 | -0.006144 | -0.007378 | 0.028519 | -0.006029 | -0.001499 | 0.040092 | 0.014789 |
| 476 | -0.019361 | -0.018242 | -0.045830 | -0.024778 | -0.015896 | 0.066205 | 0.028069 | 0.017147 | -0.044566 | 0.055557 | 0.007363 | 0.033079 | -0.132640 | -0.040955 | -0.033426 | 0.037652 | 0.022958 | 0.036410 | 0.029137 | 0.058497 | 0.001248 | 0.317546 | -0.083331 | 0.309326 | 0.198194 | -0.017926 | 0.092476 | 0.029212 | 0.488951 | -0.223295 | 0.127522 | -0.361232 | -0.106494 | 0.180487 | -0.022936 | -0.040368 | -0.012584 | -0.013571 | -0.005998 | 0.056193 | -0.028129 | -0.012210 | -0.028207 | -0.095508 | -0.015505 | -0.015453 | 0.046484 | 0.014036 | 0.009372 | 0.045931 | 0.045563 | 0.002395 | 0.030938 | 0.000495 | -0.078942 | -0.059819 | 0.095522 | 0.132661 | -0.006347 | 0.029789 | -0.019592 | 0.402884 | 0.417923 | 0.435279 | 0.284933 | 0.120661 | 0.191061 | 0.315562 | 0.475308 | 0.531111 | 0.412753 | 0.316848 | -0.041409 | -0.032646 | -0.036840 | -0.011482 | 0.122691 | 0.068982 | -0.018709 | -0.005956 | -0.063370 | -0.091628 | -0.015509 | 0.046731 | 0.002246 | 0.045764 | 0.005525 | 0.028633 | -0.005357 | -0.080323 | -0.016557 | 0.397737 | 0.427319 | 0.427363 | 0.451758 | 0.171761 | 0.245695 | 0.517127 | 0.551169 | 0.409591 | 0.343272 | 0.346439 | 0.327628 | -0.038594 | -0.027830 | -0.037036 | -0.011581 | -0.078208 | -0.018160 | -0.021998 | -0.034968 | 0.004119 | 0.013158 | 0.046791 | -0.014864 | -0.001784 | 0.053510 | -0.029194 | 0.008425 | 0.020246 | 0.037339 | -0.003256 | -0.033853 | 0.031056 | 0.031069 | 0.032829 | -0.083687 | -0.072376 | -0.121488 | -0.036509 | -0.006259 | -0.083720 | -0.034009 | -0.004434 | 0.503518 | 0.390949 | 0.133920 | 0.129179 | 0.242803 | 1.000000 | 0.529729 | -0.034129 | 0.574886 | 0.053567 | -0.100806 | 0.061201 | -0.000016 | 0.024480 | -0.054727 | -0.017692 | 0.017356 | 0.012720 | 0.016915 | -0.037774 | -0.014956 | -0.030320 | -0.031466 | -0.009422 | 0.077368 | 0.021355 | 0.022940 | -0.004057 | 0.003664 | -0.038986 | 0.112962 | -0.008706 | -0.015975 | 0.067932 | 0.106817 | 0.059786 | 0.098901 | 0.015986 | -0.053286 | -0.004794 | 0.048922 | -0.003904 | -0.013247 | -0.008953 | -0.015440 | -0.027197 | 0.023803 | -0.026838 | 0.028547 |
| 477 | -0.031410 | 0.003229 | -0.023197 | -0.003181 | -0.005290 | 0.043670 | -0.008589 | 0.042255 | -0.022998 | 0.042009 | -0.028328 | 0.017363 | -0.038641 | -0.041405 | 0.027966 | 0.006429 | 0.021698 | 0.028978 | 0.041176 | 0.023998 | 0.014896 | 0.508747 | -0.114495 | 0.529407 | 0.624435 | 0.122156 | 0.215257 | 0.034989 | 0.921815 | -0.408746 | 0.226816 | -0.093707 | -0.146223 | 0.321769 | -0.010950 | -0.006106 | 0.014260 | -0.010613 | -0.050376 | 0.007149 | -0.035362 | -0.048473 | -0.031447 | -0.030904 | -0.005090 | 0.000214 | 0.003871 | -0.002790 | 0.069115 | 0.000913 | 0.014025 | -0.010913 | -0.003182 | 0.004912 | -0.033959 | -0.013850 | 0.036294 | 0.048607 | 0.005056 | -0.003014 | 0.011174 | 0.880405 | 0.848324 | 0.825670 | 0.496020 | 0.275157 | 0.486743 | 0.667001 | 0.865942 | 0.986622 | 0.880501 | 0.105897 | -0.025158 | -0.010277 | -0.020912 | -0.003116 | 0.062249 | 0.014763 | -0.035082 | -0.048959 | -0.056827 | -0.026787 | -0.005091 | 0.004045 | 0.090589 | 0.000817 | -0.010238 | -0.003088 | 0.002065 | -0.035250 | 0.005759 | 0.906209 | 0.848457 | 0.869723 | 0.893024 | 0.487429 | 0.595079 | 0.883152 | 0.988219 | 0.888223 | 0.124839 | 0.607597 | 0.544555 | -0.012624 | -0.014721 | -0.025953 | -0.003463 | -0.032055 | -0.005202 | -0.004426 | -0.006504 | -0.019032 | -0.012122 | 0.005244 | -0.028775 | 0.063736 | 0.004618 | -0.010545 | -0.005121 | -0.008645 | -0.006511 | -0.007306 | -0.032016 | -0.005927 | -0.005837 | -0.007031 | -0.003644 | -0.008718 | -0.035811 | -0.022493 | 0.005871 | -0.012503 | -0.014359 | -0.003093 | 0.677254 | 0.638657 | 0.051590 | 0.151679 | 0.504622 | 0.529729 | 1.000000 | 0.175741 | 0.167526 | 0.024869 | -0.044173 | 0.041258 | 0.005049 | 0.012369 | -0.028605 | -0.016496 | 0.011715 | -0.013415 | 0.000105 | -0.023292 | 0.035687 | -0.010561 | -0.020874 | -0.042165 | 0.076482 | 0.042090 | 0.002085 | 0.001052 | 0.005105 | -0.024138 | 0.385163 | 0.012382 | 0.008254 | 0.026116 | 0.015946 | 0.017582 | 0.028812 | 0.022851 | -0.016588 | -0.014520 | 0.000816 | 0.035754 | 0.029490 | 0.035051 | 0.039447 | -0.010881 | 0.006728 | 0.052179 | 0.056174 |
| 478 | -0.029400 | 0.002838 | 0.030657 | 0.008685 | -0.000981 | -0.043555 | -0.025749 | 0.134922 | 0.010291 | -0.001623 | -0.042092 | -0.008477 | 0.023536 | 0.013580 | 0.039733 | 0.011636 | 0.034991 | 0.007720 | 0.043266 | 0.020108 | 0.035179 | -0.015302 | 0.034147 | 0.003107 | 0.082841 | 0.074861 | 0.323552 | -0.161781 | 0.073566 | -0.058202 | 0.009650 | 0.002393 | -0.051166 | 0.062260 | 0.000951 | -0.017678 | -0.008453 | 0.000516 | -0.033381 | -0.015834 | -0.044172 | -0.043989 | -0.000608 | 0.040139 | -0.001289 | -0.002135 | 0.004726 | -0.009488 | 0.409063 | -0.000871 | 0.018914 | -0.010559 | -0.005248 | 0.022610 | -0.013577 | 0.005847 | 0.006876 | -0.028369 | -0.008698 | -0.006957 | 0.032676 | 0.384706 | 0.212021 | 0.367247 | 0.484089 | 0.589087 | 0.832294 | 0.682088 | 0.446665 | 0.212600 | 0.402784 | -0.053404 | 0.010552 | -0.006121 | -0.003037 | -0.000259 | -0.002881 | -0.014230 | -0.043046 | -0.043542 | 0.000196 | 0.032267 | -0.001286 | 0.003565 | 0.525417 | -0.000830 | -0.010914 | -0.004723 | 0.023699 | -0.011310 | 0.028407 | 0.236924 | 0.138661 | 0.230524 | 0.202362 | 0.869098 | 0.784516 | 0.290273 | 0.193133 | 0.289965 | -0.051377 | 0.185253 | 0.258434 | 0.020182 | -0.006847 | -0.004773 | -0.000266 | 0.031614 | -0.002722 | 0.002465 | 0.001726 | 0.021491 | 0.053093 | 0.007004 | -0.015486 | 0.394938 | -0.003121 | -0.003574 | 0.002517 | -0.006750 | -0.004237 | 0.005880 | -0.011914 | -0.002718 | -0.005138 | -0.004487 | 0.011279 | 0.013503 | 0.036060 | 0.012927 | -0.010043 | 0.010254 | -0.011936 | -0.024611 | 0.134493 | 0.505373 | 0.188496 | 0.360467 | 0.385588 | -0.034129 | 0.175741 | 1.000000 | -0.044215 | -0.028893 | 0.027027 | -0.003147 | 0.064885 | 0.008930 | -0.023167 | -0.035610 | -0.030359 | 0.002422 | -0.003411 | 0.009708 | -0.000247 | -0.004448 | 0.028938 | -0.018912 | -0.016809 | 0.027130 | -0.000035 | -0.003218 | -0.002857 | -0.002229 | -0.001825 | 0.001351 | 0.011107 | -0.014883 | -0.019838 | -0.013830 | -0.024153 | 0.027599 | 0.005619 | -0.015389 | 0.003027 | -0.006000 | -0.006015 | -0.006074 | -0.008827 | 0.000069 | -0.001669 | 0.120153 | -0.006763 |
| 480 | -0.036717 | -0.059279 | -0.045635 | -0.072706 | -0.024783 | 0.090244 | 0.018050 | 0.011658 | -0.093628 | 0.118468 | 0.014797 | 0.050275 | -0.206127 | -0.075256 | 0.015105 | -0.017801 | -0.004312 | 0.031868 | 0.011410 | -0.002588 | 0.029488 | 0.207244 | -0.020606 | 0.074725 | 0.059350 | -0.035335 | 0.031118 | -0.004500 | 0.101234 | 0.022875 | 0.064249 | -0.490215 | -0.086596 | 0.123881 | -0.020734 | -0.074925 | -0.057016 | -0.025834 | 0.047757 | 0.037691 | -0.021389 | -0.005234 | -0.007428 | -0.188008 | -0.024320 | -0.088035 | 0.068869 | 0.026538 | -0.029500 | 0.069230 | 0.059299 | 0.011062 | 0.064223 | -0.004252 | -0.077406 | -0.109531 | -0.039035 | 0.123746 | -0.010519 | 0.009405 | -0.038073 | 0.054098 | 0.074288 | 0.057274 | 0.073981 | -0.083919 | -0.033937 | 0.063514 | 0.060125 | 0.189205 | 0.120940 | 0.800540 | -0.052629 | -0.034221 | -0.050453 | -0.023216 | 0.088930 | 0.047007 | -0.011918 | 0.008526 | -0.042237 | -0.186232 | -0.024320 | 0.069579 | -0.035194 | 0.069089 | 0.014239 | 0.060107 | -0.005081 | -0.077431 | -0.039219 | 0.081589 | 0.089237 | 0.083131 | 0.100329 | -0.023925 | 0.041180 | 0.070352 | 0.168629 | 0.125600 | 0.779238 | 0.145932 | 0.140076 | -0.054236 | -0.028470 | -0.045130 | -0.023234 | -0.149904 | -0.036070 | -0.091891 | -0.086160 | 0.003266 | 0.033955 | 0.068774 | -0.025073 | -0.043351 | 0.074416 | -0.033551 | -0.011877 | 0.023797 | 0.052349 | -0.026242 | -0.080281 | 0.038482 | 0.034171 | 0.036820 | -0.126156 | -0.095211 | -0.201753 | -0.059663 | -0.009168 | -0.040573 | -0.016610 | -0.082905 | 0.073109 | 0.011608 | 0.107296 | -0.066547 | -0.074499 | 0.574886 | 0.167526 | -0.044215 | 1.000000 | 0.016144 | -0.074178 | 0.064789 | -0.028130 | 0.021359 | -0.112362 | 0.002383 | 0.005862 | 0.032270 | 0.017845 | -0.048540 | -0.039747 | -0.027920 | -0.022338 | 0.012986 | 0.089599 | 0.029189 | 0.045195 | 0.002758 | -0.019809 | -0.046259 | 0.049086 | -0.021421 | -0.041049 | 0.105962 | 0.194031 | 0.113079 | 0.163088 | -0.023243 | -0.060371 | -0.020320 | -0.005342 | -0.008829 | -0.006168 | -0.006777 | -0.031360 | -0.034135 | 0.036367 | -0.021253 | -0.011571 |
| 482 | -0.011355 | 0.024601 | -0.024090 | 0.030013 | -0.031177 | -0.016502 | 0.014685 | -0.036588 | 0.020485 | -0.019852 | 0.020173 | 0.029736 | 0.015171 | 0.002277 | -0.034063 | -0.009137 | -0.015925 | 0.042727 | -0.010503 | 0.027428 | -0.027963 | -0.003168 | -0.028028 | 0.007142 | 0.023232 | -0.011518 | -0.004694 | -0.009503 | 0.024830 | -0.013503 | -0.017574 | -0.008445 | -0.015759 | 0.017323 | -0.010153 | 0.005625 | -0.029206 | -0.001997 | 0.031094 | 0.008575 | 0.029578 | 0.046685 | -0.035751 | -0.029803 | -0.031322 | -0.006138 | -0.026608 | 0.008697 | -0.038906 | -0.028738 | -0.016028 | -0.008034 | -0.020493 | 0.019835 | -0.045342 | -0.006897 | 0.022363 | 0.028576 | 0.012666 | 0.019853 | 0.007960 | -0.001021 | 0.006687 | 0.023277 | 0.024517 | -0.016171 | -0.022750 | -0.005426 | 0.016168 | 0.025195 | 0.016686 | 0.013456 | -0.024773 | -0.037900 | -0.027522 | -0.000371 | 0.047388 | 0.014964 | 0.033889 | 0.045646 | -0.038810 | -0.029868 | -0.031319 | -0.025675 | -0.041382 | -0.028733 | -0.009599 | -0.020235 | 0.016609 | -0.042965 | 0.009458 | 0.005528 | 0.014972 | 0.022886 | 0.023720 | -0.022849 | -0.005904 | 0.022892 | 0.026986 | 0.022867 | 0.018146 | 0.020231 | 0.013337 | -0.024357 | -0.039679 | -0.033662 | -0.000286 | -0.051440 | -0.051455 | -0.004266 | 0.002226 | 0.023209 | -0.008019 | -0.025842 | -0.014997 | -0.032440 | -0.028566 | 0.011994 | 0.015378 | -0.005079 | -0.011861 | 0.035438 | -0.031061 | -0.006431 | -0.002679 | -0.004044 | -0.004183 | 0.020590 | 0.007520 | 0.022499 | 0.010025 | -0.015541 | -0.024013 | 0.004523 | 0.029998 | 0.022761 | 0.003489 | -0.005454 | -0.014467 | 0.053567 | 0.024869 | -0.028893 | 0.016144 | 1.000000 | -0.044797 | 0.004148 | -0.058329 | -0.033914 | -0.029862 | 0.019559 | 0.035193 | -0.021558 | -0.036415 | -0.024880 | 0.030727 | -0.038334 | 0.030065 | -0.004129 | 0.003661 | 0.007147 | 0.020059 | 0.026988 | 0.013853 | -0.027430 | 0.007882 | -0.003560 | -0.004302 | -0.018616 | 0.011639 | -0.017395 | -0.001220 | -0.001267 | 0.008158 | -0.011236 | -0.015423 | 0.015294 | 0.018077 | 0.014558 | 0.023542 | -0.036335 | 0.001089 | -0.010267 | -0.009226 |
| 483 | 0.048705 | -0.027730 | -0.032611 | 0.026909 | -0.027321 | -0.042417 | -0.038991 | -0.030424 | 0.014588 | -0.025882 | -0.023226 | 0.037280 | 0.103005 | 0.076991 | 0.006930 | -0.007474 | -0.009208 | -0.014135 | -0.009187 | 0.021037 | -0.042525 | -0.107968 | -0.006763 | -0.017060 | -0.046316 | -0.006678 | -0.001309 | -0.014505 | -0.030897 | 0.053160 | 0.004224 | 0.089972 | -0.012460 | 0.001505 | 0.045717 | 0.003337 | 0.044548 | 0.001989 | 0.003443 | -0.025437 | -0.021853 | -0.039272 | -0.024656 | 0.022415 | -0.027614 | -0.030519 | -0.016829 | -0.011147 | 0.010116 | -0.016118 | -0.015735 | -0.018244 | -0.004853 | -0.001540 | 0.049867 | 0.031473 | -0.079128 | -0.038242 | -0.022322 | -0.019709 | 0.009041 | -0.025902 | -0.011402 | -0.036102 | -0.025334 | -0.031323 | 0.015929 | 0.001761 | -0.015345 | -0.045397 | -0.029300 | -0.010842 | 0.030748 | -0.021548 | 0.043542 | -0.008514 | -0.101615 | -0.024729 | -0.028633 | -0.039675 | -0.021313 | 0.022328 | -0.027602 | -0.015879 | 0.015490 | -0.016063 | -0.015517 | -0.003290 | -0.002886 | 0.051248 | 0.012111 | -0.027431 | -0.014984 | -0.034292 | -0.031290 | 0.017271 | 0.010455 | -0.021025 | -0.041946 | -0.029205 | -0.021620 | -0.003451 | -0.000212 | 0.028441 | -0.026223 | 0.039168 | -0.008612 | -0.003134 | -0.005767 | -0.023820 | 0.023162 | -0.007377 | 0.028427 | -0.016928 | 0.003941 | 0.015549 | -0.021228 | -0.003628 | -0.017344 | -0.016993 | -0.009256 | 0.002012 | 0.016724 | -0.009278 | -0.012457 | -0.008347 | 0.011254 | 0.075928 | 0.047649 | -0.003070 | -0.022955 | 0.002401 | 0.019345 | 0.015876 | -0.044960 | -0.033137 | 0.002167 | -0.045045 | -0.006209 | -0.100806 | -0.044173 | 0.027027 | -0.074178 | -0.044797 | 1.000000 | -0.041936 | -0.005340 | 0.044784 | 0.065966 | 0.000902 | -0.036722 | -0.048959 | 0.024333 | 0.024685 | -0.001407 | -0.022663 | 0.005506 | -0.005213 | -0.088271 | -0.026241 | -0.030990 | -0.019921 | -0.000222 | 0.036038 | -0.031249 | -0.006742 | -0.011062 | -0.052022 | -0.053401 | -0.034655 | -0.064019 | 0.036480 | 0.009376 | -0.037918 | -0.025083 | 0.050374 | 0.049829 | 0.050458 | 0.060684 | 0.040059 | 0.001931 | 0.013663 | -0.023892 |
| 484 | -0.015355 | -0.049265 | -0.009574 | -0.054647 | -0.013163 | 0.026113 | 0.055404 | 0.002007 | -0.104220 | 0.127448 | 0.028445 | 0.066405 | -0.084899 | -0.016163 | 0.016543 | -0.016770 | -0.022680 | -0.043732 | -0.026186 | -0.064456 | -0.001347 | 0.083781 | 0.016760 | 0.016652 | 0.002915 | -0.018078 | -0.011229 | -0.003979 | 0.040242 | -0.081163 | -0.010457 | -0.050822 | -0.074045 | 0.071334 | -0.033143 | 0.016586 | -0.014330 | -0.012416 | -0.006152 | 0.022754 | -0.015578 | -0.018800 | 0.046278 | -0.057785 | -0.012786 | -0.026940 | 0.027459 | 0.011742 | -0.030072 | 0.035029 | 0.005745 | -0.001439 | 0.019478 | -0.011160 | -0.083718 | -0.021160 | 0.013792 | 0.064493 | 0.105153 | 0.095034 | -0.062053 | 0.016871 | 0.014631 | 0.002403 | 0.000833 | -0.029038 | -0.012375 | 0.018862 | 0.046553 | 0.035664 | 0.020367 | 0.034454 | -0.017892 | -0.033454 | -0.001840 | -0.017108 | 0.012934 | 0.037425 | -0.022660 | -0.017169 | 0.042422 | -0.055855 | -0.012792 | 0.028395 | -0.029690 | 0.035002 | -0.002609 | 0.014338 | -0.010832 | -0.084194 | -0.066768 | 0.014297 | 0.013792 | 0.000677 | 0.042502 | -0.008907 | 0.010770 | 0.051046 | 0.041830 | 0.016507 | 0.041326 | 0.064644 | 0.068587 | -0.030046 | -0.039435 | -0.006006 | -0.017045 | -0.032693 | -0.015631 | -0.028954 | -0.025739 | -0.003227 | -0.007202 | 0.024615 | -0.016860 | -0.031282 | 0.047554 | -0.005851 | -0.013858 | -0.021484 | -0.016294 | -0.014335 | -0.084112 | -0.031077 | -0.034536 | -0.033765 | -0.075605 | -0.101074 | -0.126639 | 0.045092 | 0.108884 | 0.001006 | 0.001910 | -0.038863 | -0.000734 | -0.007274 | 0.012279 | -0.024857 | -0.020608 | 0.061201 | 0.041258 | -0.003147 | 0.064789 | 0.004148 | -0.041936 | 1.000000 | -0.026588 | 0.008473 | -0.048656 | 0.015714 | 0.008348 | 0.021499 | -0.007073 | -0.016944 | 0.022174 | -0.037328 | -0.007459 | -0.008910 | 0.059459 | -0.011908 | 0.030114 | 0.002544 | -0.005821 | -0.005999 | 0.033944 | -0.012936 | -0.053889 | 0.035681 | 0.068948 | -0.004281 | 0.066922 | 0.000254 | -0.019219 | -0.042729 | -0.065582 | 0.042735 | 0.044922 | 0.048678 | 0.026602 | -0.077548 | 0.015514 | -0.071487 | -0.043752 |
| 485 | -0.023708 | -0.013099 | 0.012172 | -0.010999 | 0.017334 | 0.022466 | 0.025057 | 0.005349 | 0.032174 | -0.035974 | -0.010144 | 0.043844 | 0.021226 | 0.024071 | -0.022411 | 0.009585 | -0.000489 | 0.014806 | 0.000289 | 0.040701 | -0.016022 | -0.056382 | -0.001626 | -0.002875 | 0.001124 | 0.006783 | 0.007355 | -0.011185 | -0.006585 | -0.011991 | -0.008236 | 0.000812 | 0.019429 | -0.039152 | -0.026888 | 0.029070 | -0.011558 | 0.005017 | -0.031909 | -0.059286 | 0.018883 | 0.063231 | -0.007842 | 0.041663 | 0.017096 | 0.062909 | 0.000901 | 0.035012 | 0.048521 | -0.003258 | 0.012702 | 0.019696 | -0.011448 | -0.030269 | -0.004836 | 0.009445 | 0.033359 | -0.058712 | -0.049350 | -0.024701 | 0.006495 | 0.032885 | -0.010698 | 0.043605 | 0.022356 | 0.093030 | 0.064024 | 0.031093 | 0.017048 | 0.006240 | 0.015572 | -0.042417 | 0.009053 | 0.005178 | 0.002915 | 0.001264 | -0.011994 | -0.063855 | 0.017859 | 0.061261 | 0.002845 | 0.040622 | 0.017098 | 0.000271 | 0.053661 | -0.003163 | 0.019561 | -0.012145 | -0.031058 | -0.003795 | 0.010535 | 0.015097 | -0.019423 | 0.024033 | -0.002143 | 0.061410 | 0.040686 | 0.006334 | 0.003826 | 0.007687 | -0.046060 | -0.010168 | -0.009083 | 0.012193 | 0.006738 | 0.006927 | 0.001274 | 0.038278 | 0.021742 | 0.061045 | 0.033273 | 0.034798 | 0.029294 | 0.001941 | 0.024053 | 0.047706 | -0.011084 | 0.006844 | 0.040388 | 0.002210 | -0.009965 | -0.017035 | -0.013440 | -0.002215 | -0.004112 | -0.005099 | -0.013333 | -0.012745 | 0.053910 | -0.015372 | -0.053860 | -0.039380 | 0.065462 | 0.000369 | 0.029270 | 0.066202 | 0.008876 | 0.089126 | 0.064344 | -0.000016 | 0.005049 | 0.064885 | -0.028130 | -0.058329 | -0.005340 | -0.026588 | 1.000000 | -0.015042 | 0.055505 | -0.010604 | 0.045849 | 0.007251 | 0.021250 | 0.009840 | 0.003384 | 0.001678 | 0.047721 | 0.000154 | -0.004872 | 0.009631 | 0.015898 | 0.000997 | -0.033875 | 0.005471 | 0.002963 | -0.001147 | -0.028078 | -0.027624 | -0.053530 | -0.018646 | -0.018512 | -0.029519 | -0.007569 | -0.007212 | -0.000565 | 0.035208 | 0.038618 | 0.034393 | 0.028648 | 0.023266 | -0.003509 | -0.018679 | -0.030856 |
| 486 | -0.033258 | 0.011614 | -0.004345 | 0.001386 | 0.021910 | 0.029242 | -0.015412 | -0.017061 | 0.006633 | 0.026394 | 0.029830 | -0.011794 | 0.004129 | -0.013448 | -0.057006 | -0.017267 | -0.043632 | 0.026455 | -0.042951 | 0.005905 | -0.067707 | -0.032892 | -0.078171 | 0.010195 | 0.010609 | -0.018842 | -0.020613 | -0.033228 | -0.001192 | 0.057550 | -0.014495 | -0.037842 | -0.045127 | 0.058191 | -0.003374 | 0.020304 | 0.025059 | -0.016608 | -0.013800 | -0.017770 | -0.019532 | -0.028035 | -0.011321 | -0.024993 | 0.021840 | -0.018442 | -0.027384 | -0.019879 | -0.012468 | -0.026495 | -0.027096 | 0.012670 | 0.052988 | -0.013563 | 0.018027 | -0.037149 | -0.020881 | 0.047598 | -0.019990 | -0.014262 | -0.034638 | 0.023019 | 0.031915 | 0.032929 | -0.005194 | -0.013663 | 0.000125 | 0.039500 | -0.005819 | 0.017056 | 0.034794 | -0.018230 | -0.000498 | 0.008077 | 0.009027 | -0.015688 | -0.004029 | -0.014097 | -0.025512 | -0.024202 | -0.017784 | -0.023081 | 0.021832 | -0.026951 | -0.010697 | -0.026484 | 0.009770 | 0.049972 | -0.014970 | 0.014145 | -0.028427 | 0.031096 | 0.027256 | 0.040338 | 0.026543 | 0.003610 | 0.039527 | -0.009831 | 0.011589 | 0.038886 | -0.017460 | 0.054586 | 0.043464 | -0.007575 | -0.009348 | -0.000337 | -0.015697 | -0.029026 | 0.005979 | -0.018821 | -0.015040 | 0.010850 | 0.049190 | -0.027454 | -0.016412 | -0.014372 | -0.021661 | -0.001872 | 0.057698 | 0.013669 | 0.034639 | -0.013133 | -0.010612 | 0.017019 | 0.014766 | 0.015335 | 0.010291 | 0.014443 | 0.003566 | -0.020905 | -0.019527 | -0.043726 | 0.063711 | 0.000414 | -0.001529 | 0.028261 | 0.018862 | -0.012583 | -0.015549 | 0.024480 | 0.012369 | 0.008930 | 0.021359 | -0.033914 | 0.044784 | 0.008473 | -0.015042 | 1.000000 | 0.057142 | 0.000166 | -0.028870 | -0.014706 | -0.043466 | -0.001992 | -0.014850 | 0.004725 | 0.013678 | 0.023681 | -0.003329 | 0.016020 | 0.000577 | 0.056374 | -0.002638 | 0.003801 | 0.012387 | -0.017616 | 0.031916 | 0.003133 | -0.002861 | -0.015414 | -0.001127 | 0.040895 | -0.022772 | 0.026296 | -0.014848 | 0.022930 | 0.020757 | 0.022355 | 0.022420 | 0.049260 | -0.032172 | 0.034406 | 0.025411 |
| 487 | 0.076663 | -0.003226 | 0.007753 | 0.066520 | 0.010670 | -0.067299 | -0.014044 | -0.003285 | 0.057521 | -0.075369 | 0.005254 | -0.083008 | 0.144648 | 0.088524 | -0.025624 | 0.072017 | 0.043048 | -0.041768 | 0.025052 | 0.003574 | -0.042972 | -0.133053 | -0.004676 | 0.062369 | -0.049666 | 0.004262 | -0.001936 | 0.054798 | -0.016757 | -0.004654 | 0.051137 | 0.096241 | 0.046552 | -0.026661 | -0.018378 | 0.028948 | 0.029800 | -0.014389 | -0.017646 | -0.004008 | -0.001703 | 0.018143 | -0.025881 | 0.065858 | 0.010220 | 0.017055 | -0.011047 | -0.011148 | -0.055680 | -0.017866 | 0.004612 | -0.024856 | -0.049412 | 0.014118 | 0.092725 | 0.066086 | 0.032152 | -0.045901 | 0.062354 | 0.042103 | 0.029740 | 0.005395 | 0.004007 | -0.004387 | -0.019697 | 0.025723 | -0.008169 | -0.033186 | -0.022338 | -0.033528 | -0.021692 | -0.064798 | 0.023002 | 0.011280 | 0.031048 | -0.011868 | -0.075216 | 0.001753 | -0.007252 | 0.012699 | -0.016278 | 0.071984 | 0.010227 | -0.011358 | -0.055994 | -0.017852 | -0.025640 | -0.045606 | 0.013958 | 0.087255 | 0.021362 | 0.005163 | -0.001964 | -0.001938 | 0.008402 | -0.013798 | -0.028373 | -0.019550 | -0.029333 | -0.017521 | -0.059256 | -0.025656 | -0.035482 | 0.023157 | -0.005173 | 0.021264 | -0.011916 | 0.034023 | 0.022566 | 0.026702 | 0.065744 | 0.033741 | -0.000133 | -0.008618 | -0.037434 | -0.054793 | -0.023056 | 0.053666 | -0.005252 | -0.016711 | -0.034112 | 0.029855 | 0.049720 | -0.019853 | -0.020925 | -0.018604 | 0.038819 | 0.025332 | 0.081098 | 0.065502 | 0.062213 | 0.053044 | 0.018213 | 0.023295 | 0.012350 | -0.006253 | 0.049781 | 0.042500 | 0.025238 | -0.054727 | -0.028605 | -0.023167 | -0.112362 | -0.029862 | 0.065966 | -0.048656 | 0.055505 | 0.057142 | 1.000000 | 0.007232 | 0.036943 | -0.011176 | -0.030351 | 0.021218 | 0.027567 | 0.007389 | -0.006152 | 0.006635 | -0.046958 | -0.029352 | -0.012742 | 0.019224 | 0.014916 | 0.026529 | 0.006479 | -0.010222 | -0.054302 | -0.056348 | -0.098506 | -0.057444 | -0.053633 | 0.002206 | 0.047627 | -0.027605 | 0.013930 | 0.051128 | 0.045904 | 0.048223 | 0.067747 | 0.005895 | 0.023124 | -0.012958 | -0.011565 |
| 488 | 0.060053 | 0.002316 | 0.021461 | 0.009441 | 0.021383 | -0.025759 | 0.035711 | 0.001814 | 0.022429 | 0.024625 | -0.015039 | -0.025052 | -0.045913 | -0.055407 | -0.011046 | -0.063611 | -0.059705 | 0.064079 | -0.032191 | -0.022581 | 0.004368 | 0.035601 | -0.030702 | -0.018310 | -0.001280 | -0.070807 | -0.069511 | -0.020136 | -0.010979 | 0.024671 | -0.025394 | 0.000910 | -0.042627 | 0.046873 | -0.054303 | 0.006993 | 0.001139 | 0.056503 | 0.023985 | -0.002770 | -0.028553 | -0.019654 | 0.018473 | -0.034810 | 0.021575 | -0.004298 | -0.006471 | -0.005145 | -0.011290 | -0.003292 | -0.014986 | -0.003324 | 0.034823 | 0.037999 | -0.012826 | 0.016761 | 0.001974 | 0.015627 | -0.002395 | -0.003141 | 0.002317 | -0.030055 | -0.012566 | -0.031162 | -0.035678 | -0.067738 | -0.051356 | -0.033526 | -0.024195 | -0.017535 | -0.021933 | -0.007617 | 0.006165 | -0.007343 | -0.029319 | 0.058375 | -0.000906 | 0.000077 | -0.035058 | -0.020718 | 0.006483 | -0.027203 | 0.021570 | -0.005143 | -0.015383 | -0.003342 | 0.001960 | 0.033606 | 0.031972 | -0.014188 | 0.005187 | -0.014444 | -0.011276 | -0.018643 | -0.016125 | -0.045240 | -0.033791 | -0.019899 | -0.016689 | -0.016528 | -0.004979 | 0.023910 | 0.020333 | 0.004391 | 0.002391 | -0.019335 | 0.058277 | -0.042195 | 0.014729 | -0.000710 | -0.011039 | -0.021519 | 0.015333 | -0.008174 | 0.000128 | -0.013999 | -0.006922 | -0.058087 | -0.023338 | 0.001781 | 0.017401 | 0.025356 | 0.013753 | 0.003757 | -0.000367 | 0.002547 | -0.034394 | -0.012327 | -0.039633 | 0.026337 | -0.004725 | 0.022755 | -0.043624 | -0.049894 | -0.035549 | -0.044022 | -0.018388 | -0.030576 | -0.025048 | -0.017692 | -0.016496 | -0.035610 | 0.002383 | 0.019559 | 0.000902 | 0.015714 | -0.010604 | 0.000166 | 0.007232 | 1.000000 | 0.035072 | -0.006004 | 0.010779 | 0.010638 | -0.017920 | -0.007859 | -0.018924 | 0.024815 | 0.019902 | 0.002563 | 0.001876 | -0.001831 | 0.001958 | -0.028462 | 0.021983 | 0.059235 | 0.019522 | 0.018896 | 0.092020 | -0.064554 | 0.021065 | 0.002606 | -0.022615 | 0.012354 | -0.021929 | 0.033817 | 0.031765 | 0.033826 | 0.040015 | -0.018649 | 0.014772 | -0.010217 | -0.046372 |
| 489 | -0.028320 | 0.010647 | -0.023853 | -0.030502 | 0.020535 | 0.030266 | 0.053359 | -0.006037 | -0.043564 | 0.039211 | 0.020725 | 0.010485 | 0.002780 | 0.022887 | -0.004668 | -0.002095 | -0.007561 | 0.021585 | 0.006028 | 0.044434 | -0.019262 | -0.021939 | -0.008826 | 0.019187 | 0.025777 | -0.009943 | -0.015450 | 0.011606 | 0.019458 | -0.021089 | 0.002067 | 0.023133 | -0.000981 | 0.004458 | -0.063704 | 0.001620 | -0.010431 | -0.010823 | 0.048779 | -0.019782 | 0.009202 | -0.029269 | -0.025236 | -0.009249 | 0.020457 | 0.024144 | 0.038801 | 0.014985 | 0.003319 | 0.042739 | 0.024699 | -0.025492 | -0.009040 | -0.018247 | -0.002789 | -0.018250 | 0.007888 | 0.021095 | 0.035142 | 0.039897 | 0.030640 | 0.012182 | 0.004948 | 0.013840 | 0.021106 | -0.012300 | -0.018782 | 0.003811 | 0.001422 | 0.010773 | 0.025475 | -0.001285 | -0.005506 | 0.016003 | -0.001576 | -0.011657 | 0.069744 | -0.019179 | 0.009879 | -0.026932 | -0.021195 | -0.013885 | 0.020465 | 0.038065 | 0.001968 | 0.042697 | -0.030628 | -0.012120 | -0.019031 | -0.002291 | 0.037104 | 0.019967 | 0.011575 | 0.019008 | 0.027354 | -0.017918 | -0.005494 | 0.006856 | 0.010615 | 0.025069 | -0.004810 | 0.012955 | 0.011108 | -0.015890 | 0.019217 | 0.000084 | -0.011899 | 0.009528 | 0.026325 | 0.020899 | 0.003050 | -0.018363 | -0.027769 | 0.036671 | 0.024871 | 0.005776 | 0.035741 | 0.018550 | -0.002660 | -0.036828 | -0.031801 | 0.015046 | 0.014786 | -0.044659 | -0.043762 | -0.042324 | 0.030212 | 0.019638 | 0.020038 | 0.010766 | 0.031777 | -0.018331 | 0.020415 | 0.010723 | 0.025938 | 0.005290 | 0.015133 | -0.000611 | 0.008609 | 0.017356 | 0.011715 | -0.030359 | 0.005862 | 0.035193 | -0.036722 | 0.008348 | 0.045849 | -0.028870 | 0.036943 | 0.035072 | 1.000000 | 0.005522 | 0.004457 | -0.001024 | -0.062161 | 0.016556 | -0.003052 | 0.023425 | 0.013446 | -0.003995 | -0.008780 | 0.006025 | 0.002785 | 0.002839 | -0.005222 | -0.010448 | -0.047153 | -0.039151 | -0.019626 | 0.023030 | -0.014835 | -0.006692 | 0.000316 | 0.029935 | 0.030254 | -0.031073 | -0.032384 | -0.033674 | -0.023596 | 0.034226 | 0.027997 | -0.007881 | 0.019338 |
| 490 | -0.011895 | -0.020355 | 0.003173 | -0.044634 | -0.001803 | 0.039039 | -0.017719 | -0.019630 | -0.056495 | 0.042621 | 0.003559 | 0.019174 | -0.109350 | -0.029484 | -0.064716 | 0.046226 | 0.004256 | -0.023674 | -0.017093 | -0.016209 | -0.040690 | 0.019338 | -0.047144 | 0.008109 | 0.012709 | 0.042631 | 0.023317 | -0.008937 | -0.007049 | -0.017616 | -0.030258 | -0.039816 | -0.020809 | 0.004965 | 0.020538 | -0.001360 | 0.003343 | -0.000394 | 0.007164 | -0.023069 | -0.017622 | -0.001812 | 0.088066 | -0.013614 | -0.001302 | -0.020321 | -0.040621 | -0.021691 | 0.002930 | -0.042002 | -0.035711 | -0.023460 | 0.005409 | 0.013844 | -0.030654 | -0.042970 | -0.019513 | 0.090263 | 0.006325 | 0.033702 | -0.011360 | -0.019630 | -0.033252 | -0.019710 | 0.004138 | -0.030096 | -0.018423 | 0.006955 | -0.007200 | -0.013863 | -0.007099 | -0.001508 | -0.025203 | 0.003825 | -0.009860 | -0.004416 | -0.013542 | -0.012079 | -0.008046 | 0.002877 | 0.072310 | -0.012473 | -0.001311 | -0.041051 | 0.003558 | -0.042092 | -0.023385 | 0.003248 | 0.016572 | -0.027177 | -0.011765 | -0.016927 | -0.029667 | -0.017253 | -0.015095 | -0.012286 | 0.010525 | -0.007925 | -0.014556 | -0.006532 | -0.010035 | 0.009192 | 0.009628 | -0.032023 | 0.014411 | -0.006794 | -0.004383 | 0.015881 | 0.008939 | -0.028920 | -0.026467 | 0.012554 | 0.007148 | -0.039768 | -0.026593 | 0.010244 | -0.032475 | -0.012102 | 0.002285 | -0.023076 | -0.009569 | -0.018865 | -0.004721 | -0.021549 | -0.022348 | -0.021109 | -0.048606 | -0.059705 | -0.041396 | 0.008801 | 0.008400 | -0.000978 | -0.014248 | -0.067380 | -0.043829 | -0.022982 | -0.006596 | -0.049074 | -0.045095 | 0.012720 | -0.013415 | 0.002422 | 0.032270 | -0.021558 | -0.048959 | 0.021499 | 0.007251 | -0.014706 | -0.011176 | -0.006004 | 0.005522 | 1.000000 | -0.006408 | -0.026923 | -0.030754 | 0.003210 | -0.014084 | -0.022374 | 0.065898 | 0.017727 | 0.019715 | 0.009830 | -0.047849 | -0.011012 | -0.010709 | -0.006276 | -0.012707 | 0.037340 | 0.037971 | 0.028827 | 0.012784 | 0.004771 | -0.048927 | 0.013472 | -0.030374 | -0.004236 | 0.001827 | -0.000845 | -0.010476 | 0.007107 | 0.029287 | 0.015704 | -0.006711 |
| 494 | -0.023695 | 0.019295 | -0.007174 | -0.019733 | -0.005038 | 0.019779 | -0.022577 | 0.020435 | -0.029089 | -0.001649 | 0.038614 | 0.007828 | -0.041777 | 0.022778 | 0.000531 | 0.012931 | 0.003461 | -0.042135 | -0.009929 | 0.000569 | -0.003650 | 0.040790 | 0.001629 | -0.014174 | 0.013925 | 0.037571 | 0.023721 | -0.012211 | -0.006586 | -0.023973 | -0.022485 | -0.017795 | -0.003971 | -0.016310 | -0.013591 | 0.031863 | 0.060111 | 0.001017 | 0.017792 | -0.014102 | -0.036372 | -0.024901 | -0.001970 | -0.053907 | -0.005213 | -0.020176 | -0.003227 | -0.015478 | 0.008267 | -0.003331 | -0.002524 | -0.004059 | -0.017525 | 0.005788 | -0.041596 | 0.024603 | -0.001939 | 0.021393 | -0.005651 | -0.000927 | 0.039148 | -0.012549 | 0.004980 | -0.013608 | 0.003926 | -0.017486 | -0.006277 | 0.003056 | -0.007387 | 0.001516 | -0.000192 | 0.002016 | 0.373128 | -0.008610 | -0.004115 | 0.000361 | -0.033186 | -0.008162 | -0.028349 | -0.026921 | 0.002170 | -0.050237 | -0.005209 | -0.003438 | 0.006635 | -0.003348 | -0.003865 | -0.017153 | 0.008102 | -0.042986 | 0.031723 | -0.011082 | -0.002814 | -0.013235 | -0.007734 | -0.007603 | -0.001018 | -0.007260 | 0.000800 | -0.002051 | 0.003551 | -0.010896 | -0.009665 | 0.374718 | -0.001935 | -0.000392 | 0.000414 | -0.047679 | -0.005647 | -0.020992 | -0.019888 | -0.005456 | -0.023463 | -0.002944 | -0.015700 | 0.008711 | -0.002608 | 0.016060 | -0.007101 | -0.002829 | -0.009788 | -0.035844 | -0.027833 | -0.004913 | -0.001746 | 0.000374 | -0.028490 | -0.019850 | -0.035869 | -0.009352 | -0.004432 | 0.025985 | -0.003145 | -0.044946 | -0.002814 | -0.014868 | -0.014642 | -0.030547 | -0.015035 | 0.016915 | 0.000105 | -0.003411 | 0.017845 | -0.036415 | 0.024333 | -0.007073 | 0.021250 | -0.043466 | -0.030351 | 0.010779 | 0.004457 | -0.006408 | 1.000000 | 0.380318 | 0.017838 | -0.010402 | -0.046133 | 0.043498 | -0.020953 | 0.000425 | -0.019921 | 0.018940 | 0.009772 | -0.003270 | -0.005949 | -0.001327 | -0.021057 | 0.022096 | 0.036511 | 0.002199 | 0.026369 | -0.029159 | 0.033127 | 0.059326 | -0.032042 | -0.003361 | 0.001396 | 0.000344 | -0.020297 | 0.012716 | -0.010933 | 0.026163 | 0.035182 |
| 495 | -0.021992 | -0.018646 | 0.014202 | 0.011414 | -0.008903 | -0.012311 | -0.008136 | 0.003807 | -0.021790 | -0.003711 | -0.019698 | 0.023986 | 0.046237 | 0.021191 | -0.011636 | 0.015958 | 0.006729 | -0.001943 | 0.005082 | 0.010248 | 0.001071 | 0.005247 | -0.010587 | 0.002500 | -0.006713 | 0.003380 | -0.000698 | 0.005124 | -0.017193 | 0.012071 | 0.001045 | 0.043826 | 0.004298 | -0.004172 | -0.129776 | 0.045952 | -0.034123 | 0.003589 | -0.020493 | -0.004653 | -0.020080 | -0.005074 | -0.021180 | -0.001911 | -0.009029 | -0.014904 | -0.019236 | -0.041800 | -0.004422 | -0.020799 | -0.010597 | -0.032143 | -0.031764 | -0.043816 | 0.001795 | 0.011840 | 0.007860 | -0.010327 | -0.010571 | -0.003376 | 0.062071 | -0.014892 | -0.022253 | -0.011426 | 0.000357 | -0.002263 | 0.003159 | -0.001661 | -0.014392 | -0.023385 | -0.011185 | -0.027097 | 0.996677 | 0.055645 | 0.047182 | -0.003319 | -0.039897 | -0.006129 | -0.012401 | -0.004528 | -0.018474 | -0.000947 | -0.009029 | -0.018576 | -0.001659 | -0.020705 | -0.031845 | -0.033013 | -0.041145 | 0.003935 | 0.057607 | -0.013799 | -0.020603 | -0.010641 | -0.018200 | 0.001945 | 0.000150 | -0.017405 | -0.022307 | -0.010963 | -0.015282 | -0.021351 | -0.016311 | 0.974829 | 0.056712 | 0.041605 | -0.003292 | -0.012185 | -0.019814 | -0.010638 | -0.016560 | -0.016312 | 0.002350 | -0.018747 | -0.030723 | -0.006830 | -0.023519 | 0.013462 | 0.000519 | -0.026838 | -0.026579 | -0.050580 | -0.007027 | -0.022154 | -0.022417 | -0.021447 | -0.002324 | 0.011453 | -0.016025 | 0.009289 | -0.011124 | 0.047868 | 0.003351 | -0.025324 | -0.021961 | -0.009544 | -0.006321 | -0.004776 | 0.000807 | -0.037774 | -0.023292 | 0.009708 | -0.048540 | -0.024880 | 0.024685 | -0.016944 | 0.009840 | -0.001992 | 0.021218 | 0.010638 | -0.001024 | -0.026923 | 0.380318 | 1.000000 | -0.026721 | 0.051886 | -0.000400 | 0.024737 | -0.042066 | 0.004576 | -0.019940 | -0.001283 | -0.014200 | 0.062252 | 0.007641 | -0.003225 | 0.026960 | -0.002265 | -0.059032 | -0.006169 | -0.052419 | -0.024493 | 0.006892 | 0.028610 | 0.002131 | 0.004173 | 0.004011 | 0.002885 | 0.006519 | 0.046968 | -0.009952 | 0.020640 | -0.003532 |
| 496 | 0.002052 | 0.015467 | 0.048647 | 0.010987 | 0.002687 | -0.024347 | 0.003849 | 0.013484 | 0.029570 | -0.071921 | -0.007710 | -0.006893 | -0.001180 | 0.035875 | 0.041068 | 0.041749 | 0.053724 | -0.028586 | 0.052571 | 0.031908 | 0.019680 | 0.019295 | 0.053215 | 0.060994 | 0.011500 | -0.004028 | -0.003358 | 0.063597 | 0.046994 | -0.054395 | 0.064621 | 0.052648 | 0.047276 | -0.011455 | 0.003519 | -0.012626 | 0.011480 | -0.017154 | -0.036041 | 0.084095 | -0.019389 | 0.001100 | 0.018749 | 0.052777 | 0.002700 | 0.014079 | 0.040603 | 0.005371 | 0.023573 | 0.040627 | 0.040071 | 0.033785 | -0.024996 | 0.026016 | 0.004131 | -0.004547 | 0.022026 | -0.015978 | -0.016325 | -0.001412 | 0.012301 | 0.036748 | 0.031327 | 0.033048 | 0.014600 | -0.005440 | 0.012285 | 0.014632 | 0.036586 | 0.023273 | 0.032006 | -0.019824 | -0.027450 | 0.016465 | 0.026581 | -0.012021 | 0.026933 | 0.091305 | -0.011349 | 0.008827 | 0.049093 | 0.052752 | 0.002699 | 0.040549 | 0.022979 | 0.040657 | 0.035435 | -0.023591 | 0.023269 | 0.012465 | 0.016857 | 0.030815 | 0.025236 | 0.026492 | 0.025946 | 0.011788 | 0.008392 | 0.039251 | 0.023773 | 0.026305 | -0.023982 | -0.011511 | -0.014194 | -0.018351 | 0.021293 | 0.031228 | -0.012004 | 0.049197 | -0.003805 | 0.015509 | 0.042587 | 0.019977 | 0.068705 | 0.040727 | -0.032496 | 0.028384 | 0.044911 | 0.029789 | -0.004639 | 0.047767 | 0.017862 | 0.035052 | 0.025788 | 0.030892 | 0.038926 | 0.037030 | 0.002161 | 0.002396 | 0.039670 | 0.017398 | -0.016916 | -0.013920 | -0.002728 | -0.018807 | 0.028434 | 0.020984 | 0.007827 | -0.007804 | 0.024048 | -0.014956 | 0.035687 | -0.000247 | -0.039747 | 0.030727 | -0.001407 | 0.022174 | 0.003384 | -0.014850 | 0.027567 | -0.017920 | -0.062161 | -0.030754 | 0.017838 | -0.026721 | 1.000000 | 0.018619 | 0.026809 | -0.045293 | -0.005931 | 0.003030 | -0.033152 | -0.012374 | -0.029794 | 0.026364 | 0.009276 | -0.011832 | -0.012123 | 0.041197 | 0.025982 | -0.016348 | -0.031997 | 0.039597 | 0.009199 | -0.003520 | 0.018246 | 0.009281 | 0.008865 | 0.008159 | 0.005756 | 0.014671 | 0.057347 | 0.021782 | -0.006456 |
| 497 | -0.017511 | 0.037509 | 0.043351 | -0.029903 | 0.014237 | 0.011930 | -0.017645 | 0.007563 | 0.031968 | -0.019411 | -0.036406 | -0.001248 | -0.056144 | -0.026218 | -0.009650 | 0.008538 | -0.002442 | -0.027837 | -0.013778 | -0.020066 | 0.008713 | 0.046344 | -0.011776 | -0.013139 | -0.030238 | 0.010653 | 0.010858 | -0.008028 | -0.007757 | 0.006657 | -0.016417 | 0.028627 | -0.027539 | 0.005391 | 0.075140 | -0.124758 | -0.080277 | 0.024832 | 0.049671 | -0.012197 | -0.002225 | 0.030718 | 0.031243 | 0.004513 | 0.014421 | 0.009925 | -0.023419 | -0.040298 | -0.024888 | -0.023586 | -0.021067 | -0.003473 | 0.015976 | -0.032205 | 0.015320 | -0.029957 | 0.020843 | 0.017065 | 0.041425 | 0.044232 | -0.012135 | -0.012922 | -0.010664 | -0.009289 | 0.004595 | 0.020980 | -0.004520 | -0.017702 | -0.002575 | -0.008610 | -0.023905 | -0.007174 | 0.056765 | 0.993071 | 0.675112 | 0.025456 | -0.000903 | -0.038658 | -0.003485 | 0.031321 | 0.030026 | 0.008322 | 0.014418 | -0.023103 | -0.022838 | -0.023568 | -0.000650 | 0.016432 | -0.030449 | 0.021924 | -0.001250 | -0.020430 | -0.011057 | -0.016801 | -0.003394 | -0.006405 | -0.016680 | -0.000553 | -0.007456 | -0.027242 | -0.013397 | -0.014176 | -0.007950 | 0.069675 | 0.961121 | 0.674824 | 0.025538 | 0.021459 | 0.020591 | 0.005927 | -0.028240 | -0.011591 | -0.023772 | -0.023227 | -0.020242 | -0.028721 | -0.023839 | 0.050204 | 0.041779 | 0.004892 | 0.015202 | -0.022773 | 0.000377 | 0.018072 | 0.011746 | 0.013078 | 0.013200 | -0.018633 | -0.012694 | 0.040390 | 0.043861 | 0.009736 | 0.016206 | -0.052196 | -0.002486 | 0.001628 | 0.018419 | 0.020109 | -0.017891 | -0.030320 | -0.010561 | -0.004448 | -0.027920 | -0.038334 | -0.022663 | -0.037328 | 0.001678 | 0.004725 | 0.007389 | -0.007859 | 0.016556 | 0.003210 | -0.010402 | 0.051886 | 0.018619 | 1.000000 | -0.008043 | 0.009108 | 0.046926 | 0.023044 | 0.034339 | 0.052983 | 0.028830 | 0.712079 | -0.024012 | 0.024137 | 0.015329 | 0.038990 | -0.052765 | 0.041607 | -0.035986 | 0.023856 | 0.032427 | 0.030199 | -0.021252 | 0.025305 | 0.023122 | 0.025550 | 0.013395 | 0.032639 | -0.001534 | 0.034176 | 0.025188 |
| 499 | -0.051050 | -0.001513 | 0.004401 | 0.008492 | 0.004433 | -0.010517 | -0.009372 | 0.010213 | 0.027578 | -0.012566 | -0.010763 | -0.016048 | -0.000872 | 0.040731 | 0.016957 | -0.004412 | 0.004000 | -0.004169 | 0.006043 | 0.039949 | 0.007146 | -0.070973 | 0.020793 | -0.028805 | 0.009342 | 0.019329 | 0.016352 | -0.010435 | -0.015427 | -0.020866 | -0.021870 | 0.028286 | 0.013933 | -0.021484 | -0.042354 | 0.007197 | 0.025306 | -0.018355 | 0.002640 | 0.018569 | -0.033258 | -0.047762 | 0.020568 | -0.018994 | 0.004507 | -0.015738 | -0.026233 | -0.003352 | 0.049077 | -0.020179 | -0.037648 | 0.012746 | -0.000969 | -0.054023 | 0.007257 | 0.049631 | 0.015053 | -0.002694 | -0.020959 | -0.020758 | 0.051907 | -0.000061 | 0.006263 | 0.007543 | 0.020659 | 0.006491 | 0.013697 | 0.008104 | 0.001471 | -0.021073 | -0.008652 | 0.009127 | -0.001025 | -0.010748 | -0.012646 | -0.020483 | 0.026156 | -0.005824 | -0.031614 | -0.058012 | 0.025200 | -0.018638 | 0.004499 | -0.026926 | 0.049145 | -0.020174 | 0.008600 | -0.002206 | -0.053294 | 0.004612 | 0.045761 | -0.007948 | 0.000761 | -0.002085 | -0.008988 | 0.015322 | 0.012692 | -0.003329 | -0.019651 | -0.008058 | 0.020655 | -0.013931 | -0.008740 | -0.008755 | -0.003003 | -0.008937 | -0.020486 | -0.017067 | -0.003693 | -0.012795 | 0.005321 | 0.035784 | -0.028080 | -0.028296 | -0.021630 | 0.045887 | -0.016972 | -0.024807 | 0.008568 | -0.000684 | -0.012042 | -0.047065 | -0.006966 | -0.018483 | -0.019370 | -0.012937 | 0.049325 | 0.047012 | 0.006320 | -0.023280 | -0.020928 | -0.001926 | 0.033450 | 0.053262 | -0.014188 | 0.024231 | -0.022549 | -0.010350 | -0.009805 | -0.031466 | -0.020874 | 0.028938 | -0.022338 | 0.030065 | 0.005506 | -0.007459 | 0.047721 | 0.013678 | -0.006152 | -0.018924 | -0.003052 | -0.014084 | -0.046133 | -0.000400 | 0.026809 | -0.008043 | 1.000000 | 0.010723 | 0.031373 | 0.031870 | -0.035053 | 0.006738 | -0.023200 | -0.015953 | -0.037413 | -0.020490 | -0.034993 | -0.002015 | -0.003650 | -0.011034 | -0.045942 | 0.012371 | -0.028292 | -0.019831 | 0.033922 | 0.018078 | 0.014358 | 0.014888 | 0.010447 | 0.013135 | -0.024889 | 0.017603 | -0.030051 |
| 500 | -0.019014 | 0.005301 | -0.005940 | 0.017704 | 0.004379 | -0.035984 | 0.000123 | -0.035410 | -0.018658 | -0.008783 | 0.041259 | 0.001631 | -0.030778 | 0.011819 | -0.026722 | -0.039116 | -0.056472 | -0.004791 | -0.057301 | -0.070753 | -0.014090 | -0.004101 | -0.023221 | -0.019842 | -0.053793 | -0.062529 | -0.074285 | -0.020075 | -0.025499 | 0.012284 | -0.027373 | -0.020503 | 0.032638 | -0.025772 | -0.012337 | -0.034984 | 0.002560 | -0.020684 | 0.029658 | 0.009084 | -0.001607 | -0.003953 | -0.002698 | 0.063294 | 0.004318 | 0.040090 | 0.017254 | -0.015998 | -0.011575 | 0.013746 | 0.024898 | 0.010454 | -0.012118 | 0.010346 | 0.005158 | -0.022474 | -0.000656 | 0.002400 | -0.011950 | 0.001523 | -0.052670 | -0.043773 | -0.036519 | -0.024557 | -0.011890 | -0.042806 | -0.043169 | -0.033461 | -0.031467 | -0.044626 | -0.019645 | -0.001159 | 0.022143 | 0.005277 | -0.001125 | -0.018524 | -0.000121 | 0.005252 | -0.003261 | -0.000184 | -0.017518 | 0.063413 | 0.004324 | 0.016944 | -0.014346 | 0.013803 | 0.014067 | -0.011137 | 0.009423 | 0.004990 | -0.053737 | -0.038198 | -0.036351 | -0.024758 | -0.035588 | -0.038156 | -0.028685 | -0.029876 | -0.041190 | -0.021394 | -0.007923 | -0.029819 | -0.030151 | 0.017433 | 0.008151 | -0.003500 | -0.018666 | 0.051685 | 0.002027 | 0.042761 | -0.008817 | 0.025139 | 0.027197 | 0.018176 | -0.030954 | -0.005055 | 0.003269 | 0.012667 | -0.005035 | 0.012399 | 0.007047 | 0.013681 | -0.008619 | 0.024527 | 0.018910 | 0.020581 | -0.046733 | -0.021276 | -0.034894 | 0.018743 | -0.010422 | 0.016863 | 0.002847 | -0.004412 | -0.009297 | -0.019664 | 0.038816 | -0.018167 | -0.042147 | -0.009422 | -0.042165 | -0.018912 | 0.012986 | -0.004129 | -0.005213 | -0.008910 | 0.000154 | 0.023681 | 0.006635 | 0.024815 | 0.023425 | -0.022374 | 0.043498 | 0.024737 | -0.045293 | 0.009108 | 0.010723 | 1.000000 | -0.026642 | 0.016424 | 0.006515 | -0.006172 | -0.017814 | -0.001070 | 0.002892 | -0.016787 | -0.002712 | -0.009217 | 0.010999 | 0.013762 | 0.017284 | 0.021395 | 0.037086 | 0.023475 | 0.038268 | -0.025279 | -0.025335 | -0.026893 | -0.032501 | 0.026238 | -0.031075 | -0.002092 | 0.014634 |
| 510 | -0.062474 | 0.018804 | 0.017035 | -0.079904 | -0.002970 | 0.060425 | -0.001157 | 0.000543 | 0.059851 | -0.003432 | -0.002977 | -0.016509 | -0.243887 | -0.091556 | 0.026975 | -0.020511 | -0.016241 | -0.020460 | -0.009878 | 0.012474 | 0.067325 | 0.217680 | 0.005899 | -0.053348 | 0.112759 | 0.105690 | 0.099128 | -0.074490 | 0.064497 | -0.081935 | -0.081136 | -0.108340 | -0.029342 | -0.004625 | 0.003965 | 0.032002 | -0.002057 | 0.008524 | 0.015902 | -0.039737 | 0.013121 | 0.034583 | 0.062089 | -0.065987 | -0.002663 | -0.006257 | -0.000825 | 0.027788 | -0.029362 | 0.000194 | 0.001317 | 0.146745 | 0.139328 | -0.014099 | -0.068395 | -0.159573 | -0.056362 | 0.014736 | -0.024575 | -0.020823 | 0.012884 | 0.024026 | 0.009859 | 0.010566 | 0.020808 | -0.035366 | -0.019390 | 0.001251 | 0.049736 | 0.071380 | 0.013373 | 0.036522 | -0.044372 | 0.049499 | 0.011002 | 0.005620 | -0.023013 | -0.055755 | 0.030720 | 0.045722 | 0.051322 | -0.068362 | -0.002674 | -0.002002 | -0.032078 | 0.000194 | 0.152291 | 0.142075 | -0.010802 | -0.074955 | 0.014125 | 0.016386 | 0.007833 | 0.007183 | 0.015832 | -0.017019 | -0.015649 | 0.057149 | 0.069572 | 0.008151 | 0.043851 | -0.014852 | -0.007241 | -0.052176 | 0.068143 | 0.029874 | 0.005689 | -0.014226 | 0.026898 | -0.016209 | -0.093667 | -0.035689 | -0.001169 | -0.000643 | 0.084531 | -0.030155 | 0.015842 | -0.006549 | -0.005013 | 0.138906 | 0.139180 | -0.010611 | -0.029949 | 0.128726 | 0.128324 | 0.127060 | -0.063321 | -0.090237 | -0.124255 | -0.024188 | -0.025517 | 0.011721 | 0.053794 | -0.125478 | 0.023011 | -0.002853 | -0.091750 | -0.072915 | -0.072338 | 0.077368 | 0.076482 | -0.016809 | 0.089599 | 0.003661 | -0.088271 | 0.059459 | -0.004872 | -0.003329 | -0.046958 | 0.019902 | 0.013446 | 0.065898 | -0.020953 | -0.042066 | -0.005931 | 0.046926 | 0.031373 | -0.026642 | 1.000000 | 0.008942 | 0.115756 | 0.002855 | -0.015796 | 0.012276 | 0.002342 | 0.008437 | 0.012393 | 0.055554 | 0.113570 | 0.129426 | 0.058223 | 0.041541 | -0.022312 | 0.000876 | -0.016115 | -0.049337 | -0.051695 | -0.045304 | -0.064290 | 0.022443 | 0.026216 | 0.026100 | 0.131587 |
| 511 | -0.018555 | 0.032532 | 0.063829 | -0.019613 | -0.005096 | 0.030146 | -0.011431 | -0.000151 | -0.013919 | 0.045000 | 0.001680 | 0.008941 | -0.047096 | -0.030772 | 0.044405 | 0.016850 | 0.036395 | -0.013577 | 0.040222 | -0.009189 | 0.008229 | 0.047969 | 0.019402 | 0.054249 | 0.037527 | -0.010161 | -0.004363 | 0.049053 | 0.035975 | -0.024193 | 0.050881 | 0.013317 | 0.006868 | 0.014414 | -0.026275 | 0.009205 | 0.015672 | -0.018977 | 0.005693 | -0.018701 | 0.020677 | 0.005695 | -0.007820 | -0.028772 | -0.005020 | 0.005626 | -0.022882 | 0.022274 | 0.025945 | -0.020379 | -0.029422 | -0.009563 | 0.007913 | 0.046576 | 0.022823 | 0.026398 | 0.044933 | 0.014809 | -0.018559 | -0.008327 | -0.008033 | 0.061455 | 0.050489 | 0.061447 | 0.032715 | 0.024580 | 0.037696 | 0.045676 | 0.033782 | 0.046118 | 0.054706 | 0.022928 | 0.001572 | 0.026486 | 0.007014 | -0.020091 | 0.014103 | -0.008090 | 0.012504 | 0.008624 | -0.003852 | -0.035305 | -0.005022 | -0.021965 | 0.027877 | -0.020508 | -0.012405 | 0.004000 | 0.044740 | 0.020509 | -0.007653 | 0.066913 | 0.057224 | 0.067078 | 0.054195 | 0.041189 | 0.045734 | 0.029583 | 0.041719 | 0.055677 | 0.018595 | 0.024744 | 0.015192 | 0.008646 | 0.024682 | 0.006080 | -0.020118 | -0.028962 | -0.017496 | 0.005016 | -0.003947 | 0.031758 | -0.016841 | -0.023505 | -0.022058 | 0.032866 | -0.009210 | 0.025717 | -0.010615 | -0.020736 | -0.014928 | 0.021190 | 0.012206 | -0.025023 | -0.025927 | -0.023850 | -0.005351 | -0.009739 | 0.014078 | -0.007483 | -0.017496 | -0.000616 | 0.016663 | -0.001974 | 0.030915 | 0.053544 | 0.028838 | 0.042305 | 0.053366 | 0.021355 | 0.042090 | 0.027130 | 0.029189 | 0.007147 | -0.026241 | -0.011908 | 0.009631 | 0.016020 | -0.029352 | 0.002563 | -0.003995 | 0.017727 | 0.000425 | 0.004576 | 0.003030 | 0.023044 | 0.031870 | 0.016424 | 0.008942 | 1.000000 | 0.008751 | -0.030843 | -0.029737 | 0.003807 | 0.029008 | -0.015216 | -0.032159 | 0.028334 | -0.002582 | -0.007545 | 0.033486 | -0.058619 | 0.027377 | -0.009090 | -0.003227 | -0.042013 | -0.040204 | -0.040973 | -0.057921 | 0.043442 | -0.026200 | 0.049598 | 0.054925 |
| 519 | -0.039162 | 0.010311 | 0.062442 | -0.008699 | -0.000064 | 0.007628 | 0.000133 | -0.002565 | 0.050050 | -0.059908 | -0.006043 | -0.043874 | -0.120171 | -0.049638 | 0.037909 | -0.037041 | -0.024628 | -0.004903 | -0.008859 | -0.011680 | 0.047671 | 0.154956 | 0.020246 | -0.081073 | 0.049436 | 0.066786 | 0.068680 | -0.071671 | -0.005918 | 0.005512 | -0.058095 | -0.042636 | -0.079278 | 0.049264 | 0.003158 | 0.005076 | 0.006705 | -0.019699 | 0.009929 | -0.000860 | 0.028168 | 0.052030 | 0.040273 | -0.027116 | -0.000040 | -0.035156 | -0.001923 | 0.055848 | -0.018408 | -0.002240 | -0.001392 | 0.065210 | 0.050592 | -0.026182 | -0.054815 | -0.059972 | -0.024882 | -0.069963 | -0.012478 | -0.053630 | -0.005481 | -0.006437 | -0.019198 | -0.026726 | -0.013999 | 0.008940 | -0.005148 | -0.032326 | -0.002048 | 0.005898 | -0.024824 | 0.032253 | -0.019057 | 0.034521 | 0.011808 | -0.014431 | -0.094302 | -0.009538 | 0.042969 | 0.060484 | 0.029633 | -0.032130 | -0.000044 | -0.003168 | -0.018199 | -0.002367 | 0.070592 | 0.052664 | -0.026748 | -0.050184 | -0.005396 | -0.008359 | -0.020218 | -0.025220 | -0.028828 | -0.003078 | -0.034106 | -0.001650 | 0.002755 | -0.028214 | 0.041312 | 0.018885 | 0.027446 | -0.020887 | 0.041759 | 0.023415 | -0.014320 | -0.026763 | 0.016149 | -0.032765 | 0.026294 | 0.016668 | 0.041989 | -0.001445 | 0.057585 | -0.016761 | 0.006239 | 0.035633 | -0.007119 | 0.080545 | 0.080226 | -0.018757 | 0.011369 | 0.082730 | 0.077740 | 0.077454 | -0.049723 | -0.021760 | -0.026085 | 0.022129 | -0.011936 | 0.014952 | 0.002156 | -0.072409 | -0.012868 | -0.024268 | -0.080648 | -0.009057 | -0.036227 | 0.022940 | 0.002085 | -0.000035 | 0.045195 | 0.020059 | -0.030990 | 0.030114 | 0.015898 | 0.000577 | -0.012742 | 0.001876 | -0.008780 | 0.019715 | -0.019921 | -0.019940 | -0.033152 | 0.034339 | -0.035053 | 0.006515 | 0.115756 | 0.008751 | 1.000000 | 0.180024 | 0.059389 | 0.011744 | 0.021050 | -0.010975 | 0.043757 | 0.063980 | 0.039022 | 0.000751 | 0.007277 | -0.019820 | 0.011296 | 0.039367 | -0.006779 | -0.006161 | -0.007320 | -0.006182 | 0.001115 | -0.010712 | -0.002231 | 0.013606 | 0.057574 |
| 520 | -0.011748 | -0.004022 | -0.023720 | -0.032959 | -0.003555 | 0.014542 | 0.001144 | 0.005861 | 0.000562 | -0.039520 | -0.017718 | -0.009246 | -0.027176 | -0.044590 | 0.049800 | -0.004373 | 0.023112 | -0.007953 | 0.027786 | -0.023840 | 0.011338 | -0.012836 | 0.024517 | -0.039432 | 0.058542 | 0.065586 | 0.086862 | -0.030398 | -0.003890 | -0.017423 | -0.027958 | 0.054947 | -0.031229 | 0.010971 | 0.023494 | 0.038446 | -0.012841 | -0.004070 | -0.023432 | -0.027652 | 0.001545 | -0.036006 | -0.012494 | -0.042131 | -0.003808 | -0.022735 | -0.009680 | 0.070701 | -0.000567 | -0.009597 | -0.009126 | -0.000601 | 0.000960 | 0.002359 | -0.012326 | 0.057834 | 0.021322 | -0.019355 | 0.016267 | -0.013342 | -0.028220 | 0.005128 | 0.023466 | -0.014171 | 0.002925 | 0.013104 | 0.011340 | -0.001715 | -0.002868 | 0.002239 | -0.007100 | 0.037994 | 0.000119 | 0.056264 | 0.237424 | -0.000745 | -0.018440 | -0.031474 | -0.003082 | -0.024448 | -0.015951 | -0.042803 | -0.003809 | -0.009912 | -0.002116 | -0.009657 | 0.001949 | 0.002028 | 0.006226 | -0.016296 | -0.019521 | 0.004760 | 0.021025 | -0.009848 | 0.000867 | 0.008519 | -0.006799 | -0.002176 | 0.004687 | -0.007211 | 0.042379 | 0.009260 | 0.016879 | 0.009726 | 0.051571 | 0.241221 | -0.000809 | -0.026078 | -0.005191 | -0.022915 | 0.114419 | -0.020424 | -0.007675 | -0.009631 | 0.017282 | 0.000183 | -0.007081 | -0.012515 | -0.002824 | 0.038502 | 0.040216 | -0.006038 | -0.016544 | 0.052837 | 0.051114 | 0.053668 | -0.028946 | -0.012799 | -0.024294 | 0.021063 | 0.019013 | -0.006000 | -0.012939 | -0.038923 | 0.009250 | -0.013531 | -0.067218 | -0.014355 | -0.024899 | -0.004057 | 0.001052 | -0.003218 | 0.002758 | 0.026988 | -0.019921 | 0.002544 | 0.000997 | 0.056374 | 0.019224 | -0.001831 | 0.006025 | 0.009830 | 0.018940 | -0.001283 | -0.012374 | 0.052983 | 0.006738 | -0.006172 | 0.002855 | -0.030843 | 0.180024 | 1.000000 | 0.453746 | 0.215566 | -0.009359 | -0.001027 | 0.007048 | 0.010063 | 0.015643 | 0.009696 | 0.015343 | 0.010584 | 0.042446 | 0.015014 | -0.024243 | -0.004874 | -0.002217 | -0.002699 | -0.009651 | 0.045955 | 0.008395 | 0.041534 | 0.007691 |
| 521 | 0.014244 | 0.042952 | -0.020388 | -0.019964 | -0.005631 | -0.009547 | -0.022790 | 0.000592 | 0.041535 | -0.053415 | -0.030645 | 0.026271 | 0.005455 | -0.024616 | 0.038067 | 0.008893 | 0.032594 | 0.044478 | 0.058813 | 0.002086 | 0.033522 | 0.004569 | 0.000761 | 0.002041 | 0.038114 | 0.033283 | 0.083792 | -0.018379 | -0.005774 | 0.041832 | 0.020889 | 0.023863 | 0.012761 | -0.010481 | -0.021524 | 0.040272 | 0.020500 | -0.008197 | -0.010439 | 0.007543 | 0.003561 | -0.011708 | 0.000278 | -0.013810 | -0.005733 | 0.004827 | -0.004119 | -0.009197 | 0.027825 | -0.002875 | -0.006813 | 0.008321 | -0.003087 | -0.014052 | -0.042045 | 0.054564 | 0.031126 | -0.028017 | 0.010702 | -0.022729 | 0.020711 | 0.010144 | 0.026496 | -0.005316 | -0.017389 | 0.000663 | 0.036729 | 0.017579 | -0.006387 | 0.009466 | -0.002615 | -0.001829 | -0.016600 | 0.034789 | 0.019707 | -0.002852 | 0.004889 | 0.001758 | 0.007457 | -0.003649 | 0.008724 | -0.010258 | -0.005733 | -0.004224 | 0.024651 | -0.002947 | 0.009429 | -0.003741 | -0.007896 | -0.042495 | 0.031890 | 0.013855 | 0.033107 | 0.004413 | 0.008569 | 0.029043 | 0.010935 | -0.006294 | 0.009079 | -0.003541 | 0.002985 | -0.008784 | -0.006951 | -0.002726 | 0.027903 | 0.021966 | -0.002982 | 0.003413 | 0.003761 | 0.003521 | 0.052307 | 0.024655 | -0.018531 | -0.004426 | -0.006664 | 0.033213 | -0.003327 | -0.010704 | -0.004125 | 0.045188 | 0.039374 | -0.011688 | 0.003971 | 0.053176 | 0.050403 | 0.051027 | 0.007600 | -0.000911 | -0.005763 | 0.030169 | 0.010012 | 0.045496 | -0.024483 | -0.005423 | 0.025790 | -0.006198 | -0.076907 | -0.016054 | -0.000306 | 0.003664 | 0.005105 | -0.002857 | -0.019809 | 0.013853 | -0.000222 | -0.005821 | -0.033875 | -0.002638 | 0.014916 | 0.001958 | 0.002785 | -0.047849 | 0.009772 | -0.014200 | -0.029794 | 0.028830 | -0.023200 | -0.017814 | -0.015796 | -0.029737 | 0.059389 | 0.453746 | 1.000000 | 0.018029 | -0.007755 | -0.002655 | 0.005666 | -0.020269 | 0.006472 | -0.006162 | 0.038061 | -0.000830 | 0.037022 | 0.014716 | 0.004552 | -0.004062 | -0.003878 | -0.004547 | -0.002178 | -0.015159 | -0.005138 | 0.033088 | 0.036722 |
| 522 | 0.003531 | 0.009682 | 0.013516 | -0.040648 | 0.008843 | 0.025062 | 0.001711 | -0.012267 | 0.033163 | -0.028540 | -0.033027 | -0.034238 | -0.009282 | -0.033126 | 0.050008 | 0.018119 | 0.040303 | -0.053957 | 0.024282 | -0.011801 | 0.031779 | 0.001116 | 0.040483 | -0.014865 | -0.029944 | 0.027276 | 0.026481 | 0.024679 | -0.018417 | 0.010773 | 0.016899 | 0.065276 | -0.008664 | -0.010426 | 0.069434 | -0.108740 | -0.123783 | 0.027453 | 0.006944 | -0.024147 | -0.001230 | 0.007682 | 0.025311 | -0.001840 | 0.008832 | -0.013346 | -0.018990 | -0.042295 | -0.015636 | -0.023229 | -0.006540 | -0.014223 | 0.000456 | -0.012234 | 0.009545 | 0.027421 | 0.030049 | -0.032573 | 0.021966 | 0.013964 | -0.018629 | -0.013785 | 0.006844 | -0.019480 | -0.003750 | 0.023545 | 0.000881 | -0.028360 | -0.013355 | -0.023373 | -0.028682 | -0.009274 | 0.066881 | 0.702286 | 0.985971 | 0.022104 | 0.008867 | -0.042612 | -0.004197 | 0.007769 | 0.024774 | -0.001121 | 0.008828 | -0.018796 | -0.014019 | -0.023149 | -0.011773 | 0.000230 | -0.007502 | 0.009620 | -0.009237 | -0.020301 | -0.000462 | -0.023349 | -0.012762 | -0.002199 | -0.027506 | -0.012863 | -0.022505 | -0.032838 | -0.008374 | -0.024647 | -0.020769 | 0.073482 | 0.674941 | 0.964028 | 0.022156 | 0.012945 | 0.007164 | -0.015686 | -0.006959 | -0.027774 | -0.031450 | -0.017701 | -0.034618 | -0.018139 | -0.026653 | 0.038007 | 0.007682 | 0.000239 | 0.007866 | -0.017422 | 0.003972 | 0.013236 | 0.009487 | 0.009945 | 0.028341 | 0.007884 | 0.029243 | 0.021208 | 0.025345 | -0.010786 | -0.004825 | -0.025262 | -0.004729 | -0.010980 | 0.010851 | 0.015738 | -0.011541 | -0.038986 | -0.024138 | -0.002229 | -0.046259 | -0.027430 | 0.036038 | -0.005999 | 0.005471 | 0.003801 | 0.026529 | -0.028462 | 0.002839 | -0.011012 | -0.003270 | 0.062252 | 0.026364 | 0.712079 | -0.015953 | -0.001070 | 0.012276 | 0.003807 | 0.011744 | 0.215566 | 0.018029 | 1.000000 | -0.029820 | 0.019925 | 0.004436 | 0.026308 | -0.061941 | 0.034549 | -0.041669 | 0.016735 | 0.018268 | 0.032127 | -0.014240 | 0.013424 | 0.012473 | 0.013245 | -0.000141 | 0.062489 | 0.000488 | 0.049890 | 0.013677 |
| 523 | 0.000986 | -0.005029 | -0.029512 | 0.031870 | 0.007522 | -0.012695 | 0.015141 | -0.000763 | -0.006128 | 0.013016 | -0.020555 | 0.001056 | -0.039091 | -0.035764 | 0.001392 | -0.003448 | -0.006171 | -0.005317 | -0.004909 | 0.010195 | -0.004654 | 0.279940 | -0.076047 | 0.280599 | 0.342536 | 0.021127 | -0.028215 | 0.076226 | 0.330147 | -0.135250 | 0.145633 | -0.032929 | -0.032785 | 0.145970 | 0.013958 | 0.005405 | 0.010731 | 0.201033 | -0.017072 | -0.007507 | -0.013672 | -0.000551 | -0.029618 | -0.024260 | 0.007498 | 0.010126 | -0.001530 | 0.015658 | -0.011052 | -0.002773 | 0.002886 | -0.007449 | -0.014696 | -0.017489 | -0.005932 | -0.024532 | 0.015647 | 0.031028 | -0.006183 | 0.016740 | 0.018168 | 0.344203 | 0.313798 | 0.326622 | -0.004922 | -0.009957 | 0.062138 | 0.167102 | 0.245539 | 0.370785 | 0.358177 | 0.026661 | 0.009446 | -0.024016 | -0.028077 | 0.237132 | 0.031155 | -0.004042 | -0.019524 | -0.002096 | -0.052238 | -0.014779 | 0.007498 | -0.001652 | -0.009264 | -0.002754 | -0.006926 | -0.014231 | -0.020186 | -0.006565 | 0.012642 | 0.426490 | 0.315272 | 0.413544 | 0.382223 | 0.073943 | 0.159916 | 0.247636 | 0.355274 | 0.400493 | 0.034605 | 0.284052 | 0.209390 | 0.019594 | -0.022280 | -0.029635 | 0.236741 | -0.031151 | 0.008428 | 0.008845 | 0.007000 | -0.003203 | 0.006250 | -0.001350 | -0.008574 | -0.011909 | -0.007531 | -0.005379 | -0.004921 | -0.004987 | -0.010673 | -0.017752 | -0.042094 | -0.003981 | -0.004325 | -0.006093 | -0.016926 | 0.000655 | -0.031106 | -0.006045 | -0.006781 | 0.006342 | 0.003709 | -0.021648 | 0.158287 | 0.178627 | -0.041641 | -0.005159 | 0.177386 | 0.112962 | 0.385163 | -0.001825 | 0.049086 | 0.007882 | -0.031249 | 0.033944 | 0.002963 | 0.012387 | 0.006479 | 0.021983 | -0.005222 | -0.010709 | -0.005949 | 0.007641 | 0.009276 | -0.024012 | -0.037413 | 0.002892 | 0.002342 | 0.029008 | 0.021050 | -0.009359 | -0.007755 | -0.029820 | 1.000000 | 0.286554 | 0.017682 | -0.007765 | -0.008816 | -0.008550 | -0.023322 | -0.014966 | 0.020794 | -0.007745 | 0.009665 | -0.015536 | -0.015673 | -0.015640 | -0.012852 | -0.021175 | 0.003167 | 0.011418 | -0.010401 |
| 524 | -0.004357 | -0.007876 | 0.014930 | 0.040860 | 0.001458 | -0.043822 | 0.023988 | -0.013476 | 0.012397 | -0.011389 | 0.000466 | 0.006704 | 0.024520 | 0.008840 | -0.024735 | 0.000330 | -0.012271 | 0.001415 | -0.016801 | 0.017813 | -0.017576 | -0.001897 | -0.024238 | -0.001269 | 0.026317 | 0.026890 | 0.023666 | -0.024486 | 0.014727 | -0.001324 | -0.017037 | 0.005536 | -0.007425 | -0.002323 | 0.017311 | -0.011804 | -0.001246 | 0.978643 | 0.010922 | 0.001564 | -0.007865 | -0.027793 | -0.001976 | -0.009525 | 0.001114 | 0.001200 | -0.005876 | -0.017595 | -0.002071 | -0.001207 | -0.016592 | -0.009185 | -0.007810 | -0.015181 | 0.029173 | -0.001566 | -0.023588 | -0.003530 | -0.004762 | 0.005508 | -0.014731 | 0.008155 | 0.015793 | 0.010468 | -0.010579 | -0.024437 | -0.005127 | 0.000800 | 0.011021 | 0.010700 | 0.008785 | -0.019431 | -0.002068 | 0.022570 | 0.018953 | 0.995804 | -0.001263 | -0.001239 | -0.006920 | -0.030319 | 0.000491 | -0.004844 | 0.001111 | -0.004241 | -0.001052 | -0.001222 | -0.005841 | -0.008040 | -0.015302 | 0.031637 | -0.012159 | 0.014457 | 0.016333 | 0.016478 | 0.017029 | -0.000186 | 0.004931 | 0.010768 | 0.011931 | 0.013935 | -0.021609 | 0.007966 | 0.003154 | -0.005643 | 0.035454 | 0.027061 | 0.995668 | -0.021693 | 0.004878 | 0.005522 | -0.032787 | -0.026164 | 0.038893 | -0.007714 | -0.009184 | -0.002058 | -0.002016 | -0.004276 | 0.008534 | -0.003358 | -0.002820 | -0.012897 | -0.021639 | -0.000949 | 0.000075 | 0.000675 | 0.008348 | 0.021307 | 0.016102 | -0.011321 | -0.005216 | -0.024780 | -0.002970 | -0.022778 | -0.007841 | 0.002455 | -0.031777 | -0.032192 | -0.017569 | -0.008706 | 0.012382 | 0.001351 | -0.021421 | -0.003560 | -0.006742 | -0.012936 | -0.001147 | -0.017616 | -0.010222 | 0.059235 | -0.010448 | -0.006276 | -0.001327 | -0.003225 | -0.011832 | 0.024137 | -0.020490 | -0.016787 | 0.008437 | -0.015216 | -0.010975 | -0.001027 | -0.002655 | 0.019925 | 0.286554 | 1.000000 | 0.006245 | 0.027199 | -0.001832 | -0.001163 | -0.024786 | 0.052839 | 0.005775 | -0.015750 | 0.003212 | -0.007136 | -0.007340 | -0.007283 | -0.009246 | -0.026980 | -0.003234 | -0.011418 | -0.005837 |
| 525 | -0.011434 | 0.068595 | -0.005911 | -0.007854 | -0.012081 | 0.002541 | 0.019349 | -0.005306 | 0.111198 | -0.116045 | 0.028272 | -0.036747 | -0.034820 | -0.016520 | 0.026412 | 0.032719 | 0.038524 | -0.019734 | 0.038432 | 0.026152 | 0.088329 | 0.064498 | 0.031372 | 0.002652 | 0.048312 | 0.061369 | 0.041121 | 0.014981 | 0.006893 | -0.020559 | 0.013208 | 0.044974 | 0.009633 | -0.003989 | 0.008888 | 0.050188 | 0.050166 | -0.005822 | -0.003977 | 0.003339 | 0.066970 | 0.035180 | 0.029303 | 0.047848 | -0.012101 | 0.010447 | -0.010883 | -0.016957 | 0.008532 | -0.008223 | -0.001909 | 0.103861 | 0.069117 | -0.020911 | 0.012353 | -0.052138 | 0.036523 | -0.041519 | -0.014247 | -0.031689 | -0.001571 | 0.018039 | 0.009418 | 0.010460 | -0.036315 | 0.027064 | 0.017743 | -0.018841 | 0.010657 | 0.006586 | -0.005571 | -0.026892 | 0.030541 | 0.017220 | 0.007039 | 0.003302 | 0.018316 | -0.008992 | 0.073041 | 0.046534 | 0.033083 | 0.040642 | -0.012103 | -0.010694 | 0.009939 | -0.007890 | 0.107457 | 0.072665 | -0.018583 | 0.012243 | -0.005104 | 0.019007 | 0.005703 | 0.014206 | 0.002195 | 0.014895 | -0.015263 | 0.008463 | 0.008111 | -0.004079 | -0.031631 | -0.003534 | -0.001684 | 0.036884 | 0.035012 | 0.023483 | 0.003363 | 0.064723 | 0.006024 | 0.007152 | 0.005919 | -0.030241 | 0.001223 | -0.011416 | 0.016931 | 0.009203 | 0.007800 | -0.003660 | -0.000737 | 0.146617 | 0.142940 | 0.021452 | 0.050287 | 0.153011 | 0.154312 | 0.154962 | -0.025834 | -0.025255 | 0.004915 | -0.000198 | -0.014713 | -0.028705 | -0.000870 | -0.024129 | 0.023956 | 0.007152 | -0.068540 | 0.010674 | 0.028283 | -0.015975 | 0.008254 | 0.011107 | -0.041049 | -0.004302 | -0.011062 | -0.053889 | -0.028078 | 0.031916 | -0.054302 | 0.019522 | -0.047153 | -0.012707 | -0.021057 | 0.026960 | -0.012123 | 0.015329 | -0.034993 | -0.002712 | 0.012393 | -0.032159 | 0.043757 | 0.007048 | 0.005666 | 0.004436 | 0.017682 | 0.006245 | 1.000000 | -0.016521 | -0.000056 | 0.014764 | -0.008991 | -0.054675 | 0.060546 | 0.011281 | -0.008991 | -0.008036 | -0.005451 | -0.007374 | -0.007812 | 0.047599 | -0.012298 | 0.057244 | 0.011283 |
| 547 | 0.027381 | 0.034569 | 0.028152 | -0.051045 | -0.011498 | 0.048668 | 0.020488 | 0.030121 | -0.031718 | 0.077722 | 0.006352 | 0.009729 | -0.119422 | -0.073297 | 0.007564 | -0.020574 | -0.018239 | 0.000742 | -0.012838 | -0.005148 | -0.010371 | 0.099669 | -0.003529 | -0.000398 | 0.043722 | -0.009192 | 0.000539 | -0.011368 | 0.023084 | -0.068561 | -0.033231 | -0.088584 | -0.061840 | 0.060142 | 0.010168 | -0.008864 | 0.014108 | 0.020570 | -0.003130 | -0.008813 | 0.016861 | -0.003569 | 0.049726 | -0.080987 | -0.011310 | -0.024693 | 0.009896 | 0.013789 | -0.009725 | 0.008306 | 0.011653 | 0.051533 | 0.094128 | 0.015432 | -0.054663 | -0.081570 | -0.000567 | 0.104528 | 0.015747 | 0.032137 | 0.004228 | 0.001982 | 0.015573 | 0.003125 | 0.024367 | -0.041580 | -0.014253 | 0.022662 | 0.014023 | 0.030123 | 0.017818 | 0.053390 | -0.004528 | 0.036967 | 0.025767 | 0.031068 | 0.084363 | -0.004321 | 0.019725 | 0.007541 | 0.039764 | -0.084005 | -0.011328 | 0.010760 | -0.010488 | 0.008145 | 0.057008 | 0.090154 | 0.015594 | -0.057162 | 0.007824 | 0.009289 | 0.024496 | 0.008544 | 0.022912 | -0.008990 | 0.014389 | 0.018185 | 0.029605 | 0.019977 | 0.051361 | 0.037400 | 0.040415 | 0.002052 | 0.033469 | 0.026951 | 0.031085 | -0.043100 | -0.011189 | -0.031837 | -0.088141 | -0.003334 | 0.006781 | 0.010222 | 0.026959 | -0.017329 | 0.009706 | -0.004429 | 0.003202 | 0.056632 | 0.078703 | 0.005059 | -0.049977 | 0.060105 | 0.052223 | 0.053842 | -0.039041 | -0.069174 | -0.105127 | -0.006207 | 0.015605 | 0.000712 | 0.012260 | -0.055293 | -0.002588 | -0.003261 | -0.011996 | -0.030764 | -0.022218 | 0.067932 | 0.026116 | -0.014883 | 0.105962 | -0.018616 | -0.052022 | 0.035681 | -0.027624 | 0.003133 | -0.056348 | 0.018896 | -0.039151 | 0.037340 | 0.022096 | -0.002265 | 0.041197 | 0.038990 | -0.002015 | -0.009217 | 0.055554 | 0.028334 | 0.063980 | 0.010063 | -0.020269 | 0.026308 | -0.007765 | 0.027199 | -0.016521 | 1.000000 | 0.186263 | -0.009219 | 0.195236 | 0.014647 | -0.048906 | 0.005233 | -0.014992 | -0.013037 | -0.007866 | -0.010751 | -0.025458 | 0.023380 | -0.021702 | 0.037897 | 0.043849 |
| 548 | -0.089448 | 0.070026 | -0.026891 | -0.066744 | -0.046330 | 0.070215 | 0.059876 | 0.019602 | -0.059298 | 0.102231 | -0.002404 | 0.020198 | -0.241589 | -0.080793 | 0.025463 | -0.108873 | -0.083528 | 0.044532 | -0.057190 | -0.002914 | 0.078735 | 0.152182 | -0.001232 | -0.119579 | 0.096333 | 0.031018 | 0.024282 | -0.105248 | -0.000030 | -0.039881 | -0.126896 | -0.163120 | -0.093288 | 0.035053 | 0.010688 | -0.039387 | -0.078366 | -0.005068 | 0.020604 | 0.124640 | -0.024062 | -0.052894 | 0.107779 | -0.122570 | -0.045920 | -0.035120 | 0.029617 | 0.013535 | 0.002410 | 0.036161 | 0.007864 | 0.050723 | 0.089225 | 0.007310 | -0.064679 | -0.162793 | -0.078762 | 0.089039 | -0.029183 | -0.008226 | 0.002779 | -0.036845 | -0.033749 | -0.035681 | -0.000988 | -0.098539 | -0.065955 | -0.011966 | -0.007656 | 0.020181 | -0.010341 | 0.089996 | -0.061804 | -0.056770 | -0.070644 | -0.002768 | -0.001352 | 0.162511 | -0.002579 | -0.035590 | 0.086359 | -0.122680 | -0.045924 | 0.029442 | -0.001886 | 0.035900 | 0.056866 | 0.086080 | 0.010712 | -0.071176 | 0.005146 | -0.027146 | -0.029005 | -0.027898 | -0.022717 | -0.050743 | -0.017970 | -0.004457 | 0.015807 | -0.009030 | 0.078321 | 0.014535 | 0.021084 | -0.064551 | -0.057869 | -0.072255 | -0.002727 | -0.076038 | -0.013193 | -0.046371 | -0.165080 | 0.007622 | 0.017594 | 0.027180 | 0.026582 | -0.005564 | 0.052602 | -0.048730 | -0.005011 | 0.069014 | 0.092352 | -0.015498 | -0.108204 | 0.076489 | 0.073622 | 0.075294 | -0.046226 | -0.057699 | -0.220723 | -0.035501 | -0.030645 | -0.011986 | 0.035139 | -0.102369 | -0.035947 | -0.040949 | -0.087182 | -0.107164 | -0.132111 | 0.106817 | 0.015946 | -0.019838 | 0.194031 | 0.011639 | -0.053401 | 0.068948 | -0.053530 | -0.002861 | -0.098506 | 0.092020 | -0.019626 | 0.037971 | 0.036511 | -0.059032 | 0.025982 | -0.052765 | -0.003650 | 0.010999 | 0.113570 | -0.002582 | 0.039022 | 0.015643 | 0.006472 | -0.061941 | -0.008816 | -0.001832 | -0.000056 | 0.186263 | 1.000000 | 0.043045 | 0.181083 | 0.001765 | -0.109433 | -0.030795 | 0.011284 | -0.039691 | -0.039905 | -0.037543 | -0.052203 | -0.007122 | 0.006251 | 0.033783 | 0.008555 |
| 550 | -0.075674 | 0.026976 | 0.017110 | -0.021563 | 0.005220 | 0.016154 | -0.004345 | -0.023780 | 0.022100 | -0.012161 | -0.014331 | -0.013790 | -0.109549 | -0.067912 | 0.034662 | -0.018328 | -0.000538 | 0.015866 | 0.016662 | 0.022840 | 0.118845 | 0.127545 | 0.024840 | -0.020558 | 0.044775 | 0.012487 | 0.022463 | -0.013020 | 0.011748 | -0.028364 | -0.015662 | -0.074789 | -0.003458 | -0.000800 | 0.002505 | -0.057499 | -0.038081 | 0.003910 | -0.041821 | -0.024513 | 0.039482 | 0.018441 | 0.029137 | -0.037169 | 0.005255 | -0.015230 | 0.002979 | 0.028029 | -0.001601 | -0.000952 | 0.013824 | 0.051788 | 0.038011 | 0.014456 | -0.026873 | -0.083905 | 0.004851 | -0.013919 | -0.020997 | -0.026082 | 0.033228 | 0.000838 | 0.021043 | -0.005356 | 0.005097 | -0.014038 | -0.003428 | -0.014146 | 0.004757 | 0.020606 | 0.004830 | 0.081329 | -0.007996 | 0.035229 | 0.026946 | -0.001116 | 0.014405 | -0.028165 | 0.047926 | 0.036987 | 0.014742 | -0.040917 | 0.005250 | 0.003089 | -0.004893 | -0.001049 | 0.054545 | 0.039590 | 0.015838 | -0.030033 | 0.041779 | 0.004569 | 0.022937 | 0.000328 | 0.003458 | -0.004280 | -0.019136 | 0.007889 | 0.020039 | 0.006843 | 0.071630 | 0.006089 | 0.006673 | -0.015320 | 0.053942 | 0.041245 | -0.001003 | -0.021882 | 0.011466 | -0.017862 | -0.061312 | -0.016849 | -0.011845 | 0.004549 | 0.045925 | 0.005095 | 0.006012 | -0.011446 | -0.005094 | 0.057025 | 0.053195 | 0.008615 | -0.026049 | 0.053389 | 0.056621 | 0.055890 | -0.017283 | -0.001425 | -0.052536 | -0.003975 | -0.022774 | 0.006833 | 0.003072 | -0.047072 | 0.043996 | -0.009603 | -0.045899 | -0.015110 | 0.002423 | 0.059786 | 0.017582 | -0.013830 | 0.113079 | -0.017395 | -0.034655 | -0.004281 | -0.018646 | -0.015414 | -0.057444 | -0.064554 | 0.023030 | 0.028827 | 0.002199 | -0.006169 | -0.016348 | 0.041607 | -0.011034 | 0.013762 | 0.129426 | -0.007545 | 0.000751 | 0.009696 | -0.006162 | 0.034549 | -0.008550 | -0.001163 | 0.014764 | -0.009219 | 0.043045 | 1.000000 | 0.126982 | -0.015903 | 0.025748 | -0.006833 | 0.005334 | -0.019535 | -0.017700 | -0.019305 | -0.022278 | 0.000251 | 0.004231 | 0.030325 | 0.049021 |
| 555 | 0.030640 | -0.024335 | -0.004217 | -0.060972 | -0.022289 | 0.066665 | 0.044070 | -0.011686 | -0.080022 | 0.090316 | 0.025768 | 0.051221 | -0.144596 | -0.055879 | -0.006645 | 0.000472 | -0.005350 | 0.004518 | -0.002001 | -0.010061 | 0.004510 | 0.105778 | -0.024807 | 0.007074 | 0.037774 | -0.007221 | -0.000284 | -0.005683 | 0.010716 | -0.036121 | -0.025601 | -0.150207 | -0.029486 | 0.021236 | 0.009915 | -0.012488 | -0.010497 | -0.029861 | 0.049517 | -0.029258 | 0.137958 | 0.166922 | 0.036995 | -0.071252 | -0.021541 | -0.021917 | 0.017951 | -0.014225 | -0.019500 | 0.017748 | 0.014176 | 0.009106 | 0.040844 | 0.075141 | -0.096081 | -0.074268 | -0.040540 | 0.088133 | -0.020531 | -0.001554 | -0.014692 | -0.015344 | -0.005270 | -0.006714 | 0.010265 | -0.057561 | -0.032710 | 0.012836 | -0.000105 | 0.035648 | 0.006894 | 0.065488 | -0.055519 | -0.037708 | -0.042791 | -0.022870 | 0.060681 | -0.019241 | 0.151765 | 0.171091 | 0.026079 | -0.073712 | -0.021551 | 0.017704 | -0.022782 | 0.017554 | 0.012082 | 0.036422 | 0.072000 | -0.090165 | -0.011937 | -0.005455 | 0.000135 | -0.003173 | -0.000991 | -0.025643 | 0.003173 | 0.004616 | 0.029651 | 0.008559 | 0.067081 | 0.011205 | 0.011500 | -0.064586 | -0.023375 | -0.035624 | -0.022764 | -0.045498 | -0.026755 | -0.031039 | -0.132675 | -0.005533 | 0.033189 | 0.017920 | -0.009412 | -0.015048 | 0.030276 | -0.027793 | -0.008429 | 0.019795 | 0.036536 | -0.019020 | -0.128482 | 0.029362 | 0.029475 | 0.031409 | -0.040921 | -0.050242 | -0.176886 | -0.045551 | -0.020377 | -0.025782 | -0.001276 | -0.025189 | -0.028447 | -0.013392 | -0.024938 | -0.048390 | -0.050231 | 0.098901 | 0.028812 | -0.024153 | 0.163088 | -0.001220 | -0.064019 | 0.066922 | -0.018512 | -0.001127 | -0.053633 | 0.021065 | -0.014835 | 0.012784 | 0.026369 | -0.052419 | -0.031997 | -0.035986 | -0.045942 | 0.017284 | 0.058223 | 0.033486 | 0.007277 | 0.015343 | 0.038061 | -0.041669 | -0.023322 | -0.024786 | -0.008991 | 0.195236 | 0.181083 | 0.126982 | 1.000000 | -0.008272 | -0.056128 | -0.011317 | 0.016982 | -0.048871 | -0.047541 | -0.048739 | -0.060659 | -0.017285 | 0.026898 | -0.027873 | 0.022330 |
| 561 | 0.037917 | -0.025492 | 0.025862 | 0.014912 | -0.025806 | -0.041082 | -0.027928 | -0.044469 | -0.044959 | 0.000750 | -0.033960 | -0.035813 | -0.010843 | 0.014917 | 0.033365 | 0.009993 | 0.015970 | -0.037985 | 0.013258 | -0.022484 | 0.014632 | 0.013609 | 0.032815 | -0.002388 | -0.002188 | 0.037838 | 0.033024 | -0.004130 | 0.034671 | 0.002667 | 0.020069 | 0.038759 | -0.029320 | 0.042744 | 0.050513 | -0.039176 | -0.001764 | 0.068841 | 0.061629 | -0.025966 | -0.048928 | -0.079654 | 0.028924 | 0.047842 | -0.025850 | -0.032060 | -0.013085 | -0.004780 | 0.006152 | -0.016409 | -0.005340 | -0.005411 | -0.026287 | -0.057784 | 0.002213 | -0.020848 | -0.035946 | -0.003761 | -0.013981 | -0.035109 | 0.000546 | 0.029683 | 0.026971 | 0.023950 | 0.023970 | 0.010153 | 0.034327 | 0.039211 | 0.046700 | 0.022709 | 0.029521 | -0.010664 | -0.021098 | 0.019619 | 0.016909 | 0.058703 | -0.049830 | -0.039263 | -0.053817 | -0.073900 | 0.030563 | 0.048747 | -0.025856 | -0.013686 | 0.010150 | -0.016395 | -0.006900 | -0.027532 | -0.059805 | 0.001659 | -0.007388 | 0.023141 | 0.031946 | 0.017100 | 0.016767 | 0.037083 | 0.038750 | 0.045893 | 0.031555 | 0.027748 | -0.018801 | 0.050365 | 0.055878 | -0.022782 | 0.015475 | 0.014977 | 0.058722 | 0.044200 | -0.024875 | -0.028692 | -0.041541 | -0.003017 | 0.010567 | -0.012025 | 0.016479 | 0.015162 | -0.028762 | -0.037185 | -0.030251 | -0.018665 | -0.027908 | -0.052265 | 0.037273 | -0.026729 | -0.019872 | -0.020485 | -0.009443 | -0.021152 | -0.042904 | -0.017755 | -0.010365 | 0.022091 | -0.006363 | 0.000912 | 0.054762 | 0.026565 | 0.010309 | -0.017715 | 0.008174 | 0.015986 | 0.022851 | 0.027599 | -0.023243 | -0.001267 | 0.036480 | 0.000254 | -0.029519 | 0.040895 | 0.002206 | 0.002606 | -0.006692 | 0.004771 | -0.029159 | -0.024493 | 0.039597 | 0.023856 | 0.012371 | 0.021395 | 0.041541 | -0.058619 | -0.019820 | 0.010584 | -0.000830 | 0.016735 | -0.014966 | 0.052839 | -0.054675 | 0.014647 | 0.001765 | -0.015903 | -0.008272 | 1.000000 | -0.047529 | -0.015424 | 0.022871 | -0.045176 | -0.046796 | -0.046402 | -0.052455 | 0.003698 | 0.023803 | 0.020439 | 0.026177 |
| 562 | -0.009583 | 0.037138 | 0.013310 | 0.043271 | 0.041957 | -0.046295 | 0.015934 | -0.047842 | 0.025136 | -0.066227 | 0.015186 | -0.046754 | 0.113534 | 0.030533 | 0.026927 | 0.118078 | 0.113766 | -0.075777 | 0.086982 | 0.001095 | -0.008749 | -0.056697 | 0.043961 | 0.076973 | -0.030047 | 0.040465 | 0.030198 | 0.101426 | -0.021885 | 0.014709 | 0.104009 | 0.046400 | 0.012855 | 0.020250 | -0.026223 | 0.020754 | 0.011629 | 0.004901 | -0.053402 | -0.016092 | 0.023595 | 0.003075 | -0.032734 | 0.062418 | 0.041225 | 0.037505 | -0.000454 | 0.003032 | -0.003437 | -0.000530 | -0.001268 | -0.010223 | -0.047755 | 0.012317 | -0.001772 | 0.076154 | 0.046418 | -0.019642 | 0.020090 | 0.028902 | 0.003762 | 0.002186 | 0.013053 | -0.008852 | -0.027120 | 0.040664 | 0.017312 | -0.010618 | -0.014829 | -0.010970 | -0.005719 | -0.024567 | 0.005237 | 0.033475 | 0.017945 | 0.005654 | 0.021512 | -0.016132 | 0.008344 | 0.001822 | -0.015874 | 0.065281 | 0.041226 | -0.000127 | -0.002969 | -0.000373 | -0.009915 | -0.046153 | 0.014351 | 0.008665 | -0.000700 | 0.006972 | 0.009298 | -0.000775 | 0.007977 | 0.012577 | -0.003649 | -0.017581 | -0.009497 | 0.000522 | -0.033976 | 0.006417 | 0.003809 | -0.001671 | 0.024264 | 0.019099 | 0.005441 | 0.044596 | 0.039992 | 0.041544 | 0.050498 | -0.025610 | -0.009826 | -0.000774 | -0.028958 | 0.010198 | -0.004992 | 0.008650 | -0.015079 | -0.010447 | -0.030510 | 0.032779 | 0.052059 | -0.008913 | -0.008205 | -0.007543 | 0.009325 | -0.012854 | 0.059812 | 0.015987 | 0.022116 | -0.012541 | 0.012926 | 0.030288 | 0.034418 | -0.011765 | 0.030600 | 0.033314 | 0.033247 | -0.053286 | -0.016588 | 0.005619 | -0.060371 | 0.008158 | 0.009376 | -0.019219 | -0.007569 | -0.022772 | 0.047627 | -0.022615 | 0.000316 | -0.048927 | 0.033127 | 0.006892 | 0.009199 | 0.032427 | -0.028292 | 0.037086 | -0.022312 | 0.027377 | 0.011296 | 0.042446 | 0.037022 | 0.018268 | 0.020794 | 0.005775 | 0.060546 | -0.048906 | -0.109433 | 0.025748 | -0.056128 | -0.047529 | 1.000000 | -0.002704 | -0.003118 | 0.031277 | 0.029219 | 0.029712 | 0.023153 | -0.011938 | -0.010457 | -0.025276 | -0.043051 |
| 569 | 0.049862 | -0.025490 | 0.064282 | 0.046434 | 0.027696 | -0.070722 | -0.007246 | 0.000864 | 0.029445 | -0.012544 | 0.007529 | -0.048530 | 0.006096 | -0.065979 | -0.008983 | -0.003949 | -0.011810 | -0.021069 | -0.021093 | -0.022493 | -0.038910 | 0.008282 | -0.006922 | -0.024415 | -0.018421 | 0.016189 | 0.009398 | -0.026208 | -0.006042 | 0.025478 | -0.015306 | 0.020337 | 0.022521 | -0.010647 | -0.040784 | -0.026185 | -0.059301 | -0.016949 | 0.016041 | -0.032152 | 0.051514 | 0.048642 | 0.001128 | 0.012685 | 0.027333 | 0.008727 | -0.001095 | 0.005388 | -0.020740 | 0.000880 | -0.002711 | 0.018349 | -0.000120 | -0.046241 | 0.027706 | 0.033922 | -0.000767 | -0.011326 | -0.038623 | -0.020764 | 0.012550 | -0.013346 | -0.011897 | -0.010403 | 0.010829 | -0.004669 | -0.007668 | -0.012876 | -0.006428 | -0.016511 | -0.005547 | -0.013181 | 0.027238 | 0.025282 | 0.020026 | -0.015478 | 0.005617 | -0.034298 | 0.056703 | 0.059721 | -0.019213 | 0.020998 | 0.027340 | -0.000672 | -0.019622 | 0.000934 | 0.017105 | -0.002273 | -0.043837 | 0.028800 | 0.004327 | -0.012341 | -0.012083 | -0.009828 | -0.020153 | -0.012076 | -0.011103 | -0.003543 | -0.016179 | -0.003659 | -0.008291 | -0.005536 | -0.003637 | 0.017877 | 0.028447 | 0.019903 | -0.015292 | -0.017823 | 0.029168 | 0.016588 | 0.023521 | 0.008261 | 0.000467 | -0.001401 | -0.002716 | -0.026076 | 0.009127 | 0.107452 | 0.008822 | 0.005246 | -0.001999 | 0.011628 | 0.013750 | 0.000992 | -0.002238 | -0.002097 | 0.008659 | 0.025569 | 0.031923 | 0.007413 | -0.036220 | 0.034608 | -0.035303 | 0.006740 | 0.008947 | -0.006641 | 0.025053 | -0.010478 | -0.005690 | -0.004794 | -0.014520 | -0.015389 | -0.020320 | -0.011236 | -0.037918 | -0.042729 | -0.007212 | 0.026296 | -0.027605 | 0.012354 | 0.029935 | 0.013472 | 0.059326 | 0.028610 | -0.003520 | 0.030199 | -0.019831 | 0.023475 | 0.000876 | -0.009090 | 0.039367 | 0.015014 | 0.014716 | 0.032127 | -0.007745 | -0.015750 | 0.011281 | 0.005233 | -0.030795 | -0.006833 | -0.011317 | -0.015424 | -0.002704 | 1.000000 | -0.015133 | -0.013062 | -0.014923 | -0.012528 | -0.009732 | -0.017344 | 0.055153 | -0.016591 | 0.045828 |
| 570 | -0.018953 | -0.009000 | -0.037070 | 0.002231 | 0.005273 | 0.017264 | -0.000639 | 0.011928 | -0.006139 | -0.037876 | -0.025599 | 0.024126 | 0.045079 | 0.021817 | -0.021381 | 0.071689 | 0.055729 | -0.011626 | 0.043592 | 0.050812 | 0.022255 | -0.065988 | 0.003540 | 0.057782 | 0.008263 | 0.015170 | 0.025904 | 0.041060 | -0.002575 | -0.053542 | 0.030740 | -0.000560 | 0.491605 | -0.505227 | -0.022459 | -0.008428 | -0.019066 | -0.003324 | 0.009173 | 0.022725 | -0.009167 | 0.014939 | -0.024288 | 0.030571 | 0.005501 | 0.023118 | 0.001240 | 0.016492 | 0.007083 | 0.003497 | -0.002332 | 0.018003 | -0.008551 | -0.001169 | 0.019643 | 0.026173 | 0.000670 | -0.008390 | -0.000640 | 0.005795 | 0.049727 | 0.007289 | -0.002616 | 0.012112 | 0.011910 | 0.024771 | 0.011431 | 0.000938 | 0.000827 | -0.002813 | 0.005542 | -0.033751 | 0.000965 | -0.022503 | -0.016350 | 0.001676 | 0.056629 | 0.016736 | -0.011857 | 0.011460 | -0.016528 | 0.032153 | 0.005503 | 0.000965 | 0.006947 | 0.003634 | 0.018305 | -0.010064 | -0.002810 | 0.018354 | 0.048525 | 0.003346 | -0.006540 | 0.005968 | 0.001149 | 0.006755 | 0.000551 | 0.000105 | -0.005109 | 0.004127 | -0.029634 | -0.391443 | -0.420505 | -0.001907 | -0.011281 | -0.014040 | 0.001687 | 0.032633 | 0.008474 | 0.019700 | -0.004215 | -0.049990 | 0.005359 | 0.000229 | 0.011249 | 0.005789 | -0.004774 | 0.004414 | -0.000686 | 0.017848 | 0.008995 | 0.027108 | 0.005822 | 0.015300 | 0.019211 | 0.018520 | 0.022234 | 0.007238 | -0.001360 | 0.002372 | -0.001224 | 0.005040 | -0.030982 | 0.047890 | 0.012991 | 0.013658 | -0.001021 | 0.028581 | 0.028373 | 0.048922 | 0.000816 | 0.003027 | -0.005342 | -0.015423 | -0.025083 | -0.065582 | -0.000565 | -0.014848 | 0.013930 | -0.021929 | 0.030254 | -0.030374 | -0.032042 | 0.002131 | 0.018246 | -0.021252 | 0.033922 | 0.038268 | -0.016115 | -0.003227 | -0.006779 | -0.024243 | 0.004552 | -0.014240 | 0.009665 | 0.003212 | -0.008991 | -0.014992 | 0.011284 | 0.005334 | 0.016982 | 0.022871 | -0.003118 | -0.015133 | 1.000000 | -0.274167 | -0.307529 | -0.360498 | -0.247655 | 0.011714 | 0.010143 | -0.010583 | -0.001656 |
| 572 | 0.013678 | 0.001753 | -0.000518 | 0.007634 | -0.012024 | 0.009292 | 0.036757 | -0.024789 | 0.025659 | 0.005278 | 0.024716 | -0.020520 | 0.030247 | -0.007765 | 0.033351 | -0.001367 | 0.014082 | 0.008758 | 0.027397 | -0.050661 | 0.011409 | -0.015305 | 0.022032 | 0.007976 | 0.023595 | 0.007889 | 0.000609 | 0.021091 | 0.049164 | 0.001544 | 0.021756 | -0.047903 | -0.095208 | 0.106508 | -0.026952 | 0.031378 | 0.030013 | -0.002197 | -0.028794 | -0.000157 | -0.021809 | -0.036139 | 0.007204 | -0.041446 | -0.012455 | -0.048260 | -0.001970 | -0.028660 | -0.019926 | -0.006156 | 0.007128 | -0.002222 | 0.015521 | 0.006832 | 0.018823 | 0.011824 | 0.000571 | -0.026802 | 0.016213 | -0.022716 | -0.000125 | 0.021163 | 0.039517 | 0.022011 | -0.002672 | -0.012602 | 0.009034 | 0.005661 | 0.051690 | 0.038453 | 0.011950 | -0.006246 | 0.002504 | 0.029685 | 0.017044 | -0.005791 | 0.011304 | -0.018039 | -0.025662 | -0.038244 | -0.010284 | -0.046498 | -0.012459 | -0.001561 | -0.018379 | -0.006189 | -0.002294 | 0.018630 | 0.003394 | 0.013502 | 0.005378 | 0.025857 | 0.043081 | 0.026395 | 0.029734 | 0.013085 | 0.004006 | 0.057687 | 0.046329 | 0.014074 | -0.003555 | 0.090045 | 0.095971 | 0.011358 | 0.021847 | 0.013263 | -0.005937 | -0.044793 | -0.008731 | -0.042717 | 0.052484 | 0.020764 | 0.005378 | -0.000912 | -0.040046 | -0.019608 | -0.003743 | -0.026428 | 0.004021 | -0.011156 | -0.006384 | -0.002508 | 0.040146 | -0.015258 | -0.016245 | -0.014744 | -0.000822 | 0.051811 | 0.055396 | 0.023557 | 0.019119 | 0.069691 | 0.148689 | -0.009366 | 0.023523 | 0.017725 | -0.032789 | -0.019486 | -0.003920 | -0.003904 | 0.035754 | -0.006000 | -0.008829 | 0.015294 | 0.050374 | 0.042735 | 0.035208 | 0.022930 | 0.051128 | 0.033817 | -0.031073 | -0.004236 | -0.003361 | 0.004173 | 0.009281 | 0.025305 | 0.018078 | -0.025279 | -0.049337 | -0.042013 | -0.006161 | -0.004874 | -0.004062 | 0.013424 | -0.015536 | -0.007136 | -0.008036 | -0.013037 | -0.039691 | -0.019535 | -0.048871 | -0.045176 | 0.031277 | -0.013062 | -0.274167 | 1.000000 | 0.993689 | 0.994772 | 0.863768 | -0.012384 | -0.017179 | -0.022672 | -0.032233 |
| 574 | 0.015206 | 0.001303 | 0.001342 | 0.006822 | -0.012264 | 0.007783 | 0.032908 | -0.024032 | 0.021480 | 0.007127 | 0.025928 | -0.019428 | 0.025603 | -0.011742 | 0.038621 | -0.004401 | 0.014453 | 0.011450 | 0.029852 | -0.049369 | 0.014960 | -0.014918 | 0.026042 | 0.002268 | 0.023299 | 0.008431 | -0.000307 | 0.021582 | 0.041447 | 0.010512 | 0.023113 | -0.047373 | -0.096756 | 0.108690 | -0.026170 | 0.034563 | 0.027323 | -0.002848 | -0.030163 | -0.004121 | -0.017252 | -0.035806 | 0.009169 | -0.044537 | -0.012692 | -0.048579 | -0.001289 | -0.027127 | -0.020553 | -0.005927 | 0.008810 | -0.003512 | 0.012977 | 0.009162 | 0.014090 | 0.013411 | -0.000892 | -0.023634 | 0.015521 | -0.022885 | -0.002074 | 0.017101 | 0.034745 | 0.016520 | -0.006661 | -0.011604 | 0.006920 | 0.004204 | 0.041461 | 0.032726 | 0.008493 | -0.003695 | 0.002391 | 0.027869 | 0.015737 | -0.005905 | 0.007242 | -0.020699 | -0.020368 | -0.037241 | -0.007168 | -0.049507 | -0.012696 | -0.000996 | -0.019170 | -0.005963 | -0.003401 | 0.016158 | 0.006092 | 0.008888 | 0.003967 | 0.021888 | 0.038993 | 0.021380 | 0.024388 | 0.011112 | 0.002965 | 0.046553 | 0.039245 | 0.011049 | -0.001323 | 0.089965 | 0.096148 | 0.011294 | 0.021126 | 0.013122 | -0.006054 | -0.047763 | -0.008561 | -0.043008 | 0.047899 | 0.019938 | 0.007119 | 0.000013 | -0.039506 | -0.020309 | -0.001157 | -0.026531 | 0.003838 | -0.011850 | -0.007500 | -0.003291 | 0.036320 | -0.014977 | -0.016102 | -0.014422 | -0.001628 | 0.046199 | 0.046837 | 0.021606 | 0.018284 | 0.064864 | 0.146348 | -0.011463 | 0.017186 | 0.012019 | -0.034215 | -0.018722 | -0.006144 | -0.013247 | 0.029490 | -0.006015 | -0.006168 | 0.018077 | 0.049829 | 0.044922 | 0.038618 | 0.020757 | 0.045904 | 0.031765 | -0.032384 | 0.001827 | 0.001396 | 0.004011 | 0.008865 | 0.023122 | 0.014358 | -0.025335 | -0.051695 | -0.040204 | -0.007320 | -0.002217 | -0.003878 | 0.012473 | -0.015673 | -0.007340 | -0.005451 | -0.007866 | -0.039905 | -0.017700 | -0.047541 | -0.046796 | 0.029219 | -0.014923 | -0.307529 | 0.993689 | 1.000000 | 0.991738 | 0.851784 | -0.011594 | -0.016812 | -0.020471 | -0.034713 |
| 576 | 0.013228 | 0.002570 | 0.002592 | 0.008216 | -0.012163 | 0.007409 | 0.035743 | -0.023509 | 0.024945 | 0.009047 | 0.026589 | -0.020838 | 0.023354 | -0.008707 | 0.035011 | -0.008804 | 0.007848 | 0.009531 | 0.022247 | -0.056026 | 0.012434 | -0.005801 | 0.021828 | 0.001672 | 0.022924 | 0.005913 | -0.002326 | 0.016250 | 0.047711 | 0.004838 | 0.017389 | -0.047310 | -0.131314 | 0.143273 | -0.024665 | 0.031420 | 0.030523 | -0.002175 | -0.028045 | -0.002838 | -0.020085 | -0.036356 | 0.009627 | -0.044259 | -0.012595 | -0.048732 | -0.002053 | -0.026917 | -0.020550 | -0.006149 | 0.006636 | -0.002165 | 0.017215 | 0.006648 | 0.013797 | 0.006999 | -0.000210 | -0.026864 | 0.015969 | -0.023334 | -0.006287 | 0.019436 | 0.038080 | 0.019236 | -0.004451 | -0.015183 | 0.007199 | 0.004557 | 0.049732 | 0.038084 | 0.010299 | -0.002074 | 0.001301 | 0.029923 | 0.016874 | -0.005894 | 0.004471 | -0.019465 | -0.023876 | -0.038144 | -0.008496 | -0.049368 | -0.012599 | -0.001635 | -0.019000 | -0.006199 | -0.002295 | 0.020427 | 0.003508 | 0.008527 | -0.000700 | 0.024430 | 0.041914 | 0.024187 | 0.028191 | 0.011617 | 0.002892 | 0.055572 | 0.045833 | 0.012453 | -0.000776 | 0.113144 | 0.121287 | 0.010288 | 0.021322 | 0.012834 | -0.006046 | -0.048070 | -0.008787 | -0.043153 | 0.050597 | 0.026400 | 0.005105 | -0.000990 | -0.038348 | -0.020337 | -0.002740 | -0.026008 | 0.003398 | -0.011518 | -0.006108 | -0.004977 | 0.037390 | -0.015532 | -0.016982 | -0.015479 | -0.003480 | 0.048905 | 0.052263 | 0.023183 | 0.018853 | 0.068149 | 0.147311 | -0.014426 | 0.021219 | 0.014660 | -0.033752 | -0.022425 | -0.007378 | -0.008953 | 0.035051 | -0.006074 | -0.006777 | 0.014558 | 0.050458 | 0.048678 | 0.034393 | 0.022355 | 0.048223 | 0.033826 | -0.033674 | -0.000845 | 0.000344 | 0.002885 | 0.008159 | 0.025550 | 0.014888 | -0.026893 | -0.045304 | -0.040973 | -0.006182 | -0.002699 | -0.004547 | 0.013245 | -0.015640 | -0.007283 | -0.007374 | -0.010751 | -0.037543 | -0.019305 | -0.048739 | -0.046402 | 0.029712 | -0.012528 | -0.360498 | 0.994772 | 0.991738 | 1.000000 | 0.859278 | -0.012419 | -0.017147 | -0.022567 | -0.028488 |
| 577 | 0.008601 | -0.010145 | -0.028705 | 0.016438 | -0.004070 | -0.012342 | 0.031434 | -0.019152 | 0.045633 | -0.021553 | 0.010524 | -0.017735 | 0.065944 | 0.014344 | -0.003703 | 0.014711 | 0.016525 | 0.015873 | 0.018995 | -0.044813 | 0.023538 | -0.023120 | -0.015284 | 0.019960 | 0.031031 | 0.028122 | 0.022238 | 0.015829 | 0.063675 | 0.012991 | 0.014073 | -0.039950 | -0.081573 | 0.092446 | -0.021203 | 0.023878 | 0.041202 | -0.006304 | -0.017026 | 0.003526 | 0.006406 | 0.000589 | -0.034490 | -0.018248 | -0.004565 | -0.034469 | 0.010378 | -0.029066 | -0.008026 | 0.009790 | 0.008336 | 0.005171 | 0.006583 | -0.020128 | 0.017535 | 0.046162 | 0.015104 | -0.062275 | 0.010687 | -0.030143 | 0.004576 | 0.044501 | 0.058738 | 0.052162 | 0.029529 | 0.021649 | 0.031994 | 0.023056 | 0.055704 | 0.041874 | 0.029620 | -0.017079 | 0.004871 | 0.016646 | 0.004559 | -0.008353 | -0.003158 | -0.006639 | -0.001612 | -0.003953 | -0.040836 | -0.023427 | -0.004565 | 0.010066 | -0.008002 | 0.009765 | 0.006173 | 0.011868 | -0.024745 | 0.013454 | 0.011059 | 0.047569 | 0.064696 | 0.053736 | 0.046935 | 0.033539 | 0.018160 | 0.062642 | 0.047379 | 0.031907 | -0.009877 | 0.085314 | 0.090903 | 0.012923 | 0.011182 | 0.004772 | -0.008538 | -0.026105 | -0.005433 | -0.027959 | 0.060940 | 0.023594 | 0.012381 | 0.010003 | -0.041999 | -0.008789 | 0.004074 | -0.024946 | 0.031586 | 0.000788 | -0.002707 | -0.013394 | 0.058159 | -0.005972 | -0.006166 | -0.004664 | 0.003241 | 0.080274 | 0.073433 | 0.038838 | 0.013113 | 0.078919 | 0.145196 | 0.013074 | 0.041267 | 0.051678 | -0.018503 | 0.009461 | 0.028519 | -0.015440 | 0.039447 | -0.008827 | -0.031360 | 0.023542 | 0.060684 | 0.026602 | 0.028648 | 0.022420 | 0.067747 | 0.040015 | -0.023596 | -0.010476 | -0.020297 | 0.006519 | 0.005756 | 0.013395 | 0.010447 | -0.032501 | -0.064290 | -0.057921 | 0.001115 | -0.009651 | -0.002178 | -0.000141 | -0.012852 | -0.009246 | -0.007812 | -0.025458 | -0.052203 | -0.022278 | -0.060659 | -0.052455 | 0.023153 | -0.009732 | -0.247655 | 0.863768 | 0.851784 | 0.859278 | 1.000000 | -0.009745 | -0.023910 | -0.024766 | -0.049633 |
| 581 | -0.017120 | 0.054006 | -0.007054 | -0.071311 | 0.088167 | 0.042446 | -0.038481 | 0.014444 | -0.013449 | -0.030599 | -0.014964 | 0.004892 | -0.005684 | -0.050235 | 0.049381 | 0.055536 | 0.070753 | -0.037160 | 0.066597 | 0.008090 | 0.028175 | -0.024339 | 0.062491 | 0.020490 | -0.025566 | 0.032081 | 0.005661 | 0.068390 | -0.014739 | 0.047279 | 0.079040 | 0.084174 | 0.032663 | -0.023746 | 0.021523 | 0.040042 | 0.113359 | -0.014041 | -0.086257 | -0.005461 | 0.023882 | -0.007996 | -0.007293 | -0.017651 | 0.088316 | 0.132325 | -0.000877 | 0.032126 | 0.001699 | 0.001700 | -0.006966 | 0.030538 | 0.023542 | 0.027488 | -0.001550 | 0.025069 | 0.026616 | -0.025730 | 0.014553 | -0.018201 | 0.008740 | -0.015554 | -0.013579 | -0.018222 | -0.052761 | -0.011346 | -0.016707 | -0.038164 | -0.012580 | -0.009575 | -0.027124 | -0.016115 | 0.048860 | 0.036622 | 0.082655 | -0.024019 | -0.010013 | -0.010013 | 0.017618 | -0.000647 | 0.013826 | -0.023399 | 0.088322 | -0.001280 | 0.000686 | 0.001825 | 0.033562 | 0.025810 | 0.029577 | -0.008810 | 0.008965 | -0.014621 | -0.017959 | -0.016671 | -0.017854 | -0.014780 | -0.034873 | -0.013715 | -0.009651 | -0.027568 | -0.008305 | -0.022426 | -0.021490 | 0.057954 | 0.044492 | 0.090553 | -0.023920 | 0.003536 | 0.082179 | 0.131296 | 0.029608 | 0.017497 | 0.000425 | -0.000842 | 0.006998 | 0.001176 | 0.018890 | -0.015555 | 0.021782 | 0.043900 | 0.045770 | -0.000245 | 0.012365 | 0.045354 | 0.046341 | 0.048985 | -0.011265 | -0.010737 | -0.025780 | 0.000346 | 0.018000 | -0.009663 | -0.001254 | 0.009232 | -0.001237 | -0.020401 | -0.009976 | -0.017321 | -0.006029 | -0.027197 | -0.010881 | 0.000069 | -0.034135 | -0.036335 | 0.040059 | -0.077548 | 0.023266 | 0.049260 | 0.005895 | -0.018649 | 0.034226 | 0.007107 | 0.012716 | 0.046968 | 0.014671 | 0.032639 | 0.013135 | 0.026238 | 0.022443 | 0.043442 | -0.010712 | 0.045955 | -0.015159 | 0.062489 | -0.021175 | -0.026980 | 0.047599 | 0.023380 | -0.007122 | 0.000251 | -0.017285 | 0.003698 | -0.011938 | -0.017344 | 0.011714 | -0.012384 | -0.011594 | -0.012419 | -0.009745 | 1.000000 | -0.000471 | 0.585288 | -0.013601 |
| 585 | 0.023589 | 0.002273 | 0.015752 | 0.026019 | -0.001616 | -0.039517 | 0.000523 | 0.017745 | -0.002637 | -0.008558 | -0.002240 | -0.010149 | -0.036787 | 0.007846 | -0.000745 | 0.105375 | 0.097681 | -0.020736 | 0.084296 | -0.004932 | 0.010061 | -0.027998 | 0.006072 | 0.071689 | 0.012442 | 0.047657 | 0.049965 | 0.072824 | 0.009573 | -0.005903 | 0.066044 | -0.000381 | 0.004822 | -0.003146 | -0.009127 | 0.005146 | 0.010785 | -0.008152 | -0.032886 | 0.002639 | 0.006032 | -0.011129 | -0.025242 | -0.004993 | -0.002017 | -0.036200 | 0.005805 | 0.002338 | 0.000615 | -0.000068 | 0.021361 | 0.057848 | -0.007748 | -0.021092 | -0.017733 | -0.051166 | 0.024443 | 0.038999 | -0.006741 | 0.024482 | 0.005484 | 0.011361 | -0.005643 | 0.017493 | 0.001461 | 0.022453 | 0.007852 | 0.006587 | 0.007178 | 0.003759 | 0.002861 | 0.043542 | -0.011547 | 0.000029 | 0.002583 | -0.005399 | -0.000598 | 0.008659 | 0.014139 | 0.002212 | -0.027947 | -0.008326 | -0.002015 | 0.005081 | -0.000487 | -0.000058 | 0.050509 | -0.007382 | -0.020954 | -0.017163 | 0.005600 | 0.005323 | -0.003708 | 0.010814 | 0.008062 | 0.005178 | 0.003995 | 0.008340 | 0.006706 | 0.000406 | 0.031904 | -0.003688 | -0.001741 | -0.016836 | 0.004501 | 0.011482 | -0.005486 | -0.017850 | -0.001422 | -0.030134 | -0.017273 | -0.027024 | 0.000457 | 0.007777 | -0.005335 | -0.001079 | 0.000673 | -0.010985 | 0.004082 | 0.023100 | -0.009110 | -0.013933 | -0.019441 | -0.004271 | -0.007680 | -0.006692 | -0.022548 | -0.026866 | 0.026093 | 0.004392 | -0.008347 | -0.006414 | -0.003953 | -0.001777 | 0.021418 | 0.018212 | -0.023390 | 0.005076 | -0.001499 | 0.023803 | 0.006728 | -0.001669 | 0.036367 | 0.001089 | 0.001931 | 0.015514 | -0.003509 | -0.032172 | 0.023124 | 0.014772 | 0.027997 | 0.029287 | -0.010933 | -0.009952 | 0.057347 | -0.001534 | -0.024889 | -0.031075 | 0.026216 | -0.026200 | -0.002231 | 0.008395 | -0.005138 | 0.000488 | 0.003167 | -0.003234 | -0.012298 | -0.021702 | 0.006251 | 0.004231 | 0.026898 | 0.023803 | -0.010457 | 0.055153 | 0.010143 | -0.017179 | -0.016812 | -0.017147 | -0.023910 | -0.000471 | 1.000000 | -0.003800 | 0.005034 |
| 589 | 0.004174 | 0.044797 | -0.032890 | -0.080341 | 0.050910 | 0.043777 | -0.036720 | 0.009764 | -0.030761 | 0.004419 | -0.037950 | -0.016735 | -0.085175 | -0.060163 | 0.079700 | 0.017425 | 0.054831 | -0.009350 | 0.068414 | 0.003419 | 0.080610 | 0.042628 | 0.065373 | 0.011885 | 0.049805 | 0.045951 | 0.062864 | 0.022853 | 0.025468 | 0.013833 | 0.059547 | 0.040782 | 0.003765 | -0.001901 | 0.035732 | 0.034887 | 0.063218 | -0.012075 | -0.080567 | -0.015311 | 0.010788 | -0.016306 | -0.007951 | -0.044007 | 0.050909 | 0.071705 | -0.025198 | 0.013957 | 0.052482 | -0.025900 | -0.020997 | 0.037101 | 0.012282 | 0.008285 | -0.030163 | 0.026381 | 0.030697 | -0.047126 | 0.020697 | -0.025498 | 0.037813 | 0.071597 | 0.053303 | 0.051722 | 0.027411 | 0.063565 | 0.091914 | 0.064418 | 0.062954 | 0.058584 | 0.057852 | -0.002409 | 0.023060 | 0.038228 | 0.060942 | -0.013656 | -0.031775 | -0.031872 | 0.007797 | -0.005934 | 0.027428 | -0.045997 | 0.050924 | -0.024268 | 0.064870 | -0.025821 | 0.040391 | 0.015086 | 0.011792 | -0.035133 | 0.032077 | 0.060694 | 0.041811 | 0.044236 | 0.043967 | 0.099258 | 0.075016 | 0.043262 | 0.053464 | 0.044773 | 0.008217 | 0.061612 | 0.064424 | 0.027144 | 0.039242 | 0.064612 | -0.013516 | -0.017308 | 0.052294 | 0.070211 | 0.026880 | 0.009326 | 0.028031 | -0.024310 | -0.046007 | 0.054917 | -0.016578 | -0.002560 | 0.009502 | 0.045654 | 0.034040 | -0.016258 | -0.014079 | 0.044799 | 0.044365 | 0.046530 | -0.056559 | -0.072155 | -0.056109 | 0.049000 | 0.024707 | 0.047633 | -0.005916 | -0.020457 | 0.045506 | 0.052503 | -0.018694 | 0.025195 | 0.040092 | -0.026838 | 0.052179 | 0.120153 | -0.021253 | -0.010267 | 0.013663 | -0.071487 | -0.018679 | 0.034406 | -0.012958 | -0.010217 | -0.007881 | 0.015704 | 0.026163 | 0.020640 | 0.021782 | 0.034176 | 0.017603 | -0.002092 | 0.026100 | 0.049598 | 0.013606 | 0.041534 | 0.033088 | 0.049890 | 0.011418 | -0.011418 | 0.057244 | 0.037897 | 0.033783 | 0.030325 | -0.027873 | 0.020439 | -0.025276 | -0.016591 | -0.010583 | -0.022672 | -0.020471 | -0.022567 | -0.024766 | 0.585288 | -0.003800 | 1.000000 | -0.002653 |
| Pass/Fail | -0.025141 | -0.002603 | -0.000957 | -0.024623 | -0.013756 | 0.016239 | -0.005969 | -0.002884 | 0.107997 | -0.073380 | 0.012873 | -0.018297 | -0.106767 | -0.051763 | -0.020470 | 0.008347 | -0.009413 | -0.015267 | -0.015175 | 0.006005 | -0.008948 | 0.155771 | -0.018342 | -0.019012 | 0.059912 | 0.076551 | 0.054817 | -0.039026 | 0.039532 | -0.052078 | -0.052013 | -0.002040 | 0.006368 | -0.016896 | 0.026865 | -0.053476 | -0.043654 | -0.016720 | 0.067789 | -0.027404 | 0.011298 | 0.029721 | 0.047551 | -0.004781 | -0.013614 | -0.015427 | -0.005603 | -0.012131 | -0.022415 | -0.004610 | 0.001564 | 0.077873 | 0.089689 | -0.019509 | -0.005804 | -0.078648 | -0.031269 | 0.055601 | -0.009002 | 0.005704 | 0.047165 | 0.053376 | 0.055967 | 0.051981 | 0.060595 | 0.028805 | 0.013425 | 0.045479 | 0.030319 | 0.053645 | 0.035367 | -0.022763 | -0.001068 | 0.019946 | 0.006964 | -0.006634 | 0.006811 | -0.028253 | 0.026889 | 0.030947 | 0.024699 | -0.005305 | -0.013617 | -0.006680 | -0.021192 | -0.004802 | 0.081761 | 0.091831 | -0.015784 | -0.003912 | 0.039663 | 0.034720 | 0.048705 | 0.034514 | 0.039585 | 0.006829 | 0.029948 | 0.034594 | 0.049724 | 0.030853 | -0.023049 | -0.002490 | -0.002465 | -0.004971 | 0.029402 | 0.019723 | -0.006805 | 0.008378 | -0.006379 | -0.019362 | -0.042632 | -0.030177 | 0.014251 | -0.005196 | 0.047902 | -0.022858 | 0.013846 | -0.026333 | 0.000275 | 0.109569 | 0.120304 | 0.004431 | 0.047553 | 0.111609 | 0.108573 | 0.106426 | 0.015519 | -0.020213 | -0.007446 | 0.000862 | -0.008346 | 0.060587 | 0.036375 | -0.055426 | 0.038237 | 0.059643 | 0.001219 | 0.009500 | 0.014789 | 0.028547 | 0.056174 | -0.006763 | -0.011571 | -0.009226 | -0.023892 | -0.043752 | -0.030856 | 0.025411 | -0.011565 | -0.046372 | 0.019338 | -0.006711 | 0.035182 | -0.003532 | -0.006456 | 0.025188 | -0.030051 | 0.014634 | 0.131587 | 0.054925 | 0.057574 | 0.007691 | 0.036722 | 0.013677 | -0.010401 | -0.005837 | 0.011283 | 0.043849 | 0.008555 | 0.049021 | 0.022330 | 0.026177 | -0.043051 | 0.045828 | -0.001656 | -0.032233 | -0.034713 | -0.028488 | -0.049633 | -0.013601 | 0.005034 | -0.002653 | 1.000000 |
#Visualize the above correlation using heat map
plt.figure(figsize = (20,18))
sns.heatmap(Data.corr(), annot = True)
<matplotlib.axes._subplots.AxesSubplot at 0x1ecc5b543a0>
# Since highly correlated columns can help building the model in same way, we can drop on of the two highly corelated column
corr_matrix = Data.corr()
iters = range(len(corr_matrix.columns) - 1)
drop_cols = []
# Iterate through the correlation matrix and compare correlations
for i in iters:
for j in range(i-1):
if i != 0:
item = abs(corr_matrix.iloc[i, j])
col = corr_matrix.columns[i]
row = corr_matrix.index[j]
# If correlation exceeds the threshold
if item >= 0.90:
# Print the correlated features and the correlation value
print('Columns', col,'and column', row, 'are highly correlated with',item,'ratio')
drop_cols.append(col)
print ('\nColumns with high correlations which can be dropped are:\n', np.unique(drop_cols))
Columns 50 and column 46 are highly correlated with 0.9044818259166801 ratio Columns 70 and column 66 are highly correlated with 0.9044609903388564 ratio Columns 140 and column 4 are highly correlated with 0.9999751247610721 ratio Columns 152 and column 148 are highly correlated with 0.9910694582650661 ratio Columns 154 and column 148 are highly correlated with 0.9396050560127642 ratio Columns 199 and column 196 are highly correlated with 0.9419809272931734 ratio Columns 204 and column 67 are highly correlated with 0.9022307064188807 ratio Columns 207 and column 196 are highly correlated with 0.9167918615124543 ratio Columns 252 and column 117 are highly correlated with 0.9861933657838743 ratio Columns 270 and column 135 are highly correlated with 0.9464739349956607 ratio Columns 271 and column 136 are highly correlated with 0.9712649283173527 ratio Columns 272 and column 137 are highly correlated with 0.9768378109004264 ratio Columns 273 and column 138 are highly correlated with 0.9191717004943438 ratio Columns 274 and column 139 are highly correlated with 0.985728144360803 ratio Columns 275 and column 4 are highly correlated with 0.9999755698304483 ratio Columns 275 and column 140 are highly correlated with 0.9999999763805127 ratio Columns 283 and column 148 are highly correlated with 0.9995218286822887 ratio Columns 283 and column 152 are highly correlated with 0.9917748644859977 ratio Columns 283 and column 154 are highly correlated with 0.9362410275128739 ratio Columns 286 and column 151 are highly correlated with 0.9900031988390751 ratio Columns 287 and column 148 are highly correlated with 0.9910771233820856 ratio Columns 287 and column 152 are highly correlated with 0.9999970976317996 ratio Columns 287 and column 283 are highly correlated with 0.9917862663223181 ratio Columns 294 and column 159 are highly correlated with 0.9932395425046503 ratio Columns 295 and column 160 are highly correlated with 0.9964804116578476 ratio Columns 296 and column 161 are highly correlated with 0.9946485928894574 ratio Columns 297 and column 162 are highly correlated with 0.9884014877258684 ratio Columns 324 and column 188 are highly correlated with 0.97530226992646 ratio Columns 332 and column 196 are highly correlated with 0.9638588005990898 ratio Columns 332 and column 197 are highly correlated with 0.9050712800485732 ratio Columns 332 and column 199 are highly correlated with 0.90309501091955 ratio Columns 332 and column 207 are highly correlated with 0.9145387691147532 ratio Columns 333 and column 197 are highly correlated with 0.9825963154934192 ratio Columns 335 and column 196 are highly correlated with 0.9310646142679881 ratio Columns 335 and column 199 are highly correlated with 0.963222869738428 ratio Columns 335 and column 332 are highly correlated with 0.9614071701136431 ratio Columns 336 and column 196 are highly correlated with 0.9114108834493966 ratio Columns 336 and column 207 are highly correlated with 0.9014946530204482 ratio Columns 336 and column 332 are highly correlated with 0.9416465043771408 ratio Columns 336 and column 333 are highly correlated with 0.9019285474205442 ratio Columns 338 and column 202 are highly correlated with 0.9910117969269783 ratio Columns 339 and column 203 are highly correlated with 0.9827091137191302 ratio Columns 340 and column 67 are highly correlated with 0.9466368752862829 ratio Columns 340 and column 204 are highly correlated with 0.9853734316133732 ratio Columns 341 and column 67 are highly correlated with 0.9053174973585882 ratio Columns 341 and column 205 are highly correlated with 0.991697006650239 ratio Columns 343 and column 196 are highly correlated with 0.9009438618357838 ratio Columns 343 and column 207 are highly correlated with 0.9847308409275753 ratio Columns 343 and column 332 are highly correlated with 0.9355397199453718 ratio Columns 343 and column 335 are highly correlated with 0.9182601200118453 ratio Columns 343 and column 336 are highly correlated with 0.9196307731648184 ratio Columns 344 and column 208 are highly correlated with 0.9636875346683662 ratio Columns 361 and column 223 are highly correlated with 0.9788025881044046 ratio Columns 363 and column 225 are highly correlated with 0.9634701123157058 ratio Columns 388 and column 250 are highly correlated with 0.9746150086226977 ratio Columns 390 and column 117 are highly correlated with 0.9862339054518461 ratio Columns 390 and column 252 are highly correlated with 0.9999914227740386 ratio Columns 413 and column 4 are highly correlated with 0.9384157839693659 ratio Columns 413 and column 140 are highly correlated with 0.9380778546861439 ratio Columns 413 and column 275 are highly correlated with 0.938091794288112 ratio Columns 415 and column 142 are highly correlated with 0.9926143870057542 ratio Columns 421 and column 148 are highly correlated with 0.9988153783986575 ratio Columns 421 and column 152 are highly correlated with 0.9835906743060074 ratio Columns 421 and column 154 are highly correlated with 0.9543904536236193 ratio Columns 421 and column 283 are highly correlated with 0.9978742631844328 ratio Columns 421 and column 287 are highly correlated with 0.9835961853911365 ratio Columns 424 and column 151 are highly correlated with 0.9762310553985684 ratio Columns 424 and column 286 are highly correlated with 0.9669621166080141 ratio Columns 425 and column 148 are highly correlated with 0.9618511427358277 ratio Columns 425 and column 152 are highly correlated with 0.9750918692373749 ratio Columns 425 and column 283 are highly correlated with 0.962216547566731 ratio Columns 425 and column 287 are highly correlated with 0.9749103402648396 ratio Columns 425 and column 421 are highly correlated with 0.95460076984744 ratio Columns 434 and column 430 are highly correlated with 0.948040387326675 ratio Columns 434 and column 431 are highly correlated with 0.933359481656668 ratio Columns 435 and column 430 are highly correlated with 0.9516726155512237 ratio Columns 435 and column 431 are highly correlated with 0.9295443808853142 ratio Columns 436 and column 430 are highly correlated with 0.9537232380401666 ratio Columns 436 and column 431 are highly correlated with 0.9325979460533955 ratio Columns 436 and column 434 are highly correlated with 0.9923330260757832 ratio Columns 457 and column 185 are highly correlated with 0.9967773319711016 ratio Columns 471 and column 199 are highly correlated with 0.9382814829148212 ratio Columns 477 and column 67 are highly correlated with 0.9218150346605667 ratio Columns 477 and column 205 are highly correlated with 0.9866216754851614 ratio Columns 477 and column 332 are highly correlated with 0.9062085846699987 ratio Columns 477 and column 341 are highly correlated with 0.9882192885279739 ratio Columns 495 and column 223 are highly correlated with 0.9966769257758836 ratio Columns 495 and column 361 are highly correlated with 0.9748289745381955 ratio Columns 497 and column 225 are highly correlated with 0.9930712184247211 ratio Columns 497 and column 363 are highly correlated with 0.9611210453127839 ratio Columns 522 and column 250 are highly correlated with 0.985970805836949 ratio Columns 522 and column 388 are highly correlated with 0.9640282170040964 ratio Columns 524 and column 117 are highly correlated with 0.9786433214466849 ratio Columns 524 and column 252 are highly correlated with 0.9958043409065614 ratio Columns 524 and column 390 are highly correlated with 0.9956676752306468 ratio Columns 576 and column 572 are highly correlated with 0.994772146241892 ratio Columns with high correlations which can be dropped are: ['140' '152' '154' '199' '204' '207' '252' '270' '271' '272' '273' '274' '275' '283' '286' '287' '294' '295' '296' '297' '324' '332' '333' '335' '336' '338' '339' '340' '341' '343' '344' '361' '363' '388' '390' '413' '415' '421' '424' '425' '434' '435' '436' '457' '471' '477' '495' '497' '50' '522' '524' '576' '70']
print ('As per above correlation calculation, we can further drop', len(np.unique(drop_cols)), 'number of features')
drop_cols_temp = np.unique(drop_cols)
drop_cols_temp
As per above correlation calculation, we can further drop 53 number of features
array(['140', '152', '154', '199', '204', '207', '252', '270', '271',
'272', '273', '274', '275', '283', '286', '287', '294', '295',
'296', '297', '324', '332', '333', '335', '336', '338', '339',
'340', '341', '343', '344', '361', '363', '388', '390', '413',
'415', '421', '424', '425', '434', '435', '436', '457', '471',
'477', '495', '497', '50', '522', '524', '576', '70'], dtype='<U3')
print ('shape of the Data set before dropping highly correlated features is', Data.shape)
for i in drop_cols_temp:
del Data[i]
print ('shape of the Data set after dropping highly correlated features is', Data.shape)
shape of the Data set before dropping highly correlated features is (1567, 183) shape of the Data set after dropping highly correlated features is (1567, 130)
new_corr_matrix = Data.corr()
new_corr_matrix.tail(1)
#From below, we can see that out of all the columns, column number 21,59, 430,431, 510 has a little better correlation with Pass/Fal column
| 0 | 1 | 2 | 3 | 4 | 6 | 12 | 15 | 21 | 22 | 23 | 24 | 28 | 40 | 43 | 45 | 46 | 48 | 51 | 55 | 59 | 60 | 62 | 63 | 64 | 65 | 66 | 67 | 68 | 71 | 72 | 73 | 88 | 90 | 115 | 117 | 133 | 135 | 136 | 137 | 138 | 139 | 142 | 148 | 150 | 151 | 159 | 160 | 161 | 162 | 180 | 182 | 183 | 185 | 187 | 188 | 196 | 197 | 200 | 201 | 202 | 203 | 205 | 208 | 223 | 225 | 250 | 268 | 345 | 346 | 412 | 417 | 418 | 419 | 423 | 428 | 429 | 430 | 431 | 432 | 433 | 438 | 439 | 440 | 456 | 460 | 467 | 468 | 470 | 472 | 473 | 474 | 476 | 478 | 480 | 482 | 483 | 484 | 485 | 486 | 487 | 488 | 489 | 490 | 494 | 496 | 499 | 500 | 510 | 511 | 519 | 520 | 521 | 523 | 525 | 547 | 548 | 550 | 555 | 561 | 562 | 569 | 570 | 572 | 574 | 577 | 581 | 585 | 589 | Pass/Fail | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Pass/Fail | -0.025141 | -0.002603 | -0.000957 | -0.024623 | -0.013756 | 0.016239 | -0.005969 | -0.002884 | 0.107997 | -0.07338 | 0.012873 | -0.018297 | -0.106767 | -0.051763 | -0.02047 | 0.008347 | -0.009413 | -0.015267 | 0.006005 | -0.008948 | 0.155771 | -0.018342 | -0.019012 | 0.059912 | 0.076551 | 0.054817 | -0.039026 | 0.039532 | -0.052078 | -0.00204 | 0.006368 | -0.016896 | 0.026865 | -0.053476 | -0.043654 | -0.01672 | 0.067789 | -0.027404 | 0.011298 | 0.029721 | 0.047551 | -0.004781 | -0.015427 | -0.005603 | -0.012131 | -0.022415 | 0.077873 | 0.089689 | -0.019509 | -0.005804 | -0.078648 | -0.031269 | 0.055601 | -0.009002 | 0.005704 | 0.047165 | 0.053376 | 0.055967 | 0.060595 | 0.028805 | 0.013425 | 0.045479 | 0.053645 | -0.022763 | -0.001068 | 0.019946 | 0.006964 | 0.006811 | -0.00249 | -0.002465 | 0.008378 | -0.042632 | -0.030177 | 0.014251 | 0.047902 | -0.026333 | 0.000275 | 0.109569 | 0.120304 | 0.004431 | 0.047553 | 0.015519 | -0.020213 | -0.007446 | 0.000862 | 0.060587 | 0.036375 | -0.055426 | 0.038237 | 0.001219 | 0.0095 | 0.014789 | 0.028547 | -0.006763 | -0.011571 | -0.009226 | -0.023892 | -0.043752 | -0.030856 | 0.025411 | -0.011565 | -0.046372 | 0.019338 | -0.006711 | 0.035182 | -0.006456 | -0.030051 | 0.014634 | 0.131587 | 0.054925 | 0.057574 | 0.007691 | 0.036722 | -0.010401 | 0.011283 | 0.043849 | 0.008555 | 0.049021 | 0.02233 | 0.026177 | -0.043051 | 0.045828 | -0.001656 | -0.032233 | -0.034713 | -0.049633 | -0.013601 | 0.005034 | -0.002653 | 1.0 |
#Lets see bivariate analysis for above column with respect to Pass/Fail column
sns.lmplot(x='21',y='59',data = Data, hue = 'Pass/Fail')
# we can see the distribution of the pass and fail conductors is situated on extreme negative values of feature 21
<seaborn.axisgrid.FacetGrid at 0x1ecc2662fa0>
sns.lmplot(x='430',y='431',data = Data, hue = 'Pass/Fail')
#We can see a positive slope between 430 and 431 and distribution is mostly concentrated new 0
<seaborn.axisgrid.FacetGrid at 0x1ecd8c75670>
sns.lmplot(x='510',y='431',data = Data, hue = 'Pass/Fail')
# we can see that there are many outliers for feaure 510
<seaborn.axisgrid.FacetGrid at 0x1ecc6cb37c0>
#Lets check the value counts for each Pass/Fail condutors
Data['Pass/Fail'].value_counts()
# we can see that data is highly imbalance, so we can try balancing it and then creating the models on same
-1 1463 1 104 Name: Pass/Fail, dtype: int64
# now that we have cleaned the data and visualized it, lets devide the data into training and testing samples
x = Data.drop(columns = ['Pass/Fail'])
y = Data['Pass/Fail']
x.shape , y.shape
((1567, 129), (1567,))
#Split into taining and testing data
X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.30, random_state=1)
X_train.shape, X_test.shape, y_train.shape, y_test.shape
((1096, 129), (471, 129), (1096,), (471,))
from imblearn.over_sampling import SMOTE
print("Before Upsampling, counts of label '-1': {}".format(sum(y_train==-1)))
print("Before Upsampling, counts of label '1': {} \n".format(sum(y_train==1)))
sm = SMOTE(k_neighbors = 5, random_state=1) #Synthetic Minority Over Sampling Technique
X_train_res, y_train_res = sm.fit_sample(X_train, y_train.ravel())
print("After Upsampling, counts of label '-1': {}".format(sum(y_train_res==-1)))
print("After Upsampling, counts of label '1': {} \n".format(sum(y_train_res==1)))
print('After Upsampling, the shape of X_train_X: {}'.format(X_train_res.shape))
print('After Upsampling, the shape of Y_train: {} \n'.format(y_train_res.shape))
Before Upsampling, counts of label '-1': 1024 Before Upsampling, counts of label '1': 72 After Upsampling, counts of label '-1': 1024 After Upsampling, counts of label '1': 1024 After Upsampling, the shape of X_train_X: (2048, 129) After Upsampling, the shape of Y_train: (2048,)
# Lets build the lgistic model for above
from sklearn.linear_model import LogisticRegression
LR_model = LogisticRegression()
LR_model.fit(X_train_res,y_train_res)
# Prediction on of test data
y_pred = LR_model.predict(X_test)
LR_model_score = LR_model.score(X_test, y_test)
# Let's measure the accuracy of this model's prediction
print('Accuracy of the Logistic regression model on Original data is', LR_model_score*100)
#We can see that models performance is increased due to scaled values
print('\n\n Classification Report:')
print(metrics.classification_report(y_test, y_pred))
Accuracy of the Logistic regression model on Original data is 69.00212314225053
Classification Report:
precision recall f1-score support
-1 0.93 0.72 0.81 439
1 0.07 0.28 0.11 32
accuracy 0.69 471
macro avg 0.50 0.50 0.46 471
weighted avg 0.87 0.69 0.76 471
# Plotting confusion matrix
plot_confusion_matrix(LR_model,X_test,y_test)
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x1ecd95b6130>
Recall:
Model predicted 316 cases correctly as semicondutor are passed while predicted 123 to be fail where as they were actually pass(this is Recall)
Model predicted 23 cases incorrectly as semicondutor are pass where as they were fail and predicted 9 to be fail which are actually fail (this is Recall)
Precision:
We can see that our model's precision in predicting Pass(-1) is 93% as it has rightly predicted 316 condutors as Pass out of (316+23) total number of pass conductors
and model's precision in predicting Fail(1) is 7% as it has incorrectly predicted 123 condutors as Fail out of (123+9) total number of Fail conductors
F1 score is the middle way / average of both Precision and Recall: Hence our model's F1-score for Pass conductors is 81% and for Fail conductors is 11%
And lastly, Model's overall accuracy is 69%
# Lets implement K fold cross validation
from sklearn.model_selection import KFold
from sklearn.model_selection import cross_val_score
kfold = KFold(n_splits=10, random_state=1)
model = LogisticRegression()
KFCV_results = cross_val_score(model, X_train_res, y_train_res, cv=kfold)
print('Accuracy for 10 folds is',KFCV_results)
print(" Overall Accuracy and its standard deviation is: %.3f%% (%.3f%%)" % (KFCV_results.mean()*100.0, KFCV_results.std()*100.0))
Accuracy for 10 folds is [0.70731707 0.67317073 0.60487805 0.66829268 0.72195122 0.71707317 0.74634146 0.76585366 0.70098039 0.76470588] Overall Accuracy and its standard deviation is: 70.706% (4.666%)
#WE can assume that this after applying k fold cross validation our model is likely
# to perform with the accuracy of between 66% to 74 % in production
# Lets implement LeaveoneOut cross validation
from sklearn.model_selection import LeaveOneOut
LOOCV_results = cross_val_score(model, X_train_res, y_train_res, cv=LeaveOneOut())
print('Accuracy for leave one out CV is',LOOCV_results)
print(" Overall Accuracy and its standard deviation is: %.3f%% (%.3f%%)" % (LOOCV_results.mean()*100.0, LOOCV_results.std()*100.0))
Accuracy for leave one out CV is [1. 1. 1. ... 0. 1. 1.] Overall Accuracy and its standard deviation is: 76.074% (42.663%)
# Lets implement StratifiedKFold cross validation
from sklearn.model_selection import StratifiedKFold
stratified_kfold_CV = StratifiedKFold(n_splits = 10, random_state = 1)
StatifiedKF_results = cross_val_score(model, X_train_res, y_train_res, cv = stratified_kfold_CV)
print('Accuracy for stratified kfold CV is',StatifiedKF_results)
print(" Overall Accuracy and its standard deviation is: %.3f%% (%.3f%%)" % (StatifiedKF_results.mean()*100.0, StatifiedKF_results.std()*100.0))
Accuracy for stratified kfold CV is [0.70731707 0.71707317 0.78536585 0.77073171 0.75121951 0.77560976 0.74634146 0.7902439 0.7745098 0.76960784] Overall Accuracy and its standard deviation is: 75.880% (2.662%)
We can see that the best accuracy which is observed is with leave one out CV, however since it is time and resource consuming, we can consider Stratified k fold CV which is gives average accuracy of around 73% to 77%.
#Lets apply Gridsearch CV to find best hyper parameters
from sklearn.model_selection import GridSearchCV
from sklearn.model_selection import RandomizedSearchCV
LR_GSV = LogisticRegression()
# specify parameters and distributions to sample from
LR_GSV_param = {"penalty" : ['l1', 'l2', 'elasticnet', None],
"solver" : ['newton-cg', 'lbfgs', 'liblinear', 'sag', 'saga'],
"dual": [True, False]}
# run randomized search
samples = 10 # number of random samples
randomCV = RandomizedSearchCV(LR_GSV, param_distributions=LR_GSV_param, n_iter=samples) #default cv = 3
randomCV.fit(X_train_res, y_train_res)
print('Parameters suggested as per random CV', randomCV.best_params_)
# run Grid search
grid_search = GridSearchCV(LR_GSV, param_grid=LR_GSV_param)
grid_search.fit(X_train_res, y_train_res)
print('Parameters suggested as per Grid search CV', grid_search.best_params_)
Parameters suggested as per random CV {'solver': 'sag', 'penalty': 'l2', 'dual': False}
Parameters suggested as per Grid search CV {'dual': False, 'penalty': 'l2', 'solver': 'newton-cg'}
LR_GSV_1 = LogisticRegression(solver ='newton-cg', penalty = 'l2', dual = False)
LR_GSV_1.fit(X_train_res,y_train_res)
# Prediction on of test data
y_pred = LR_GSV_1.predict(X_test)
LR_GSV_1_score = LR_GSV_1.score(X_test, y_test)
# Let's measure the accuracy of this model's prediction
print('Accuracy of the Logistic regression model on Original data is', LR_GSV_1_score*100)
#We can see that models performance is increased due to scaled values
print('\n\n Classification Report:')
print(metrics.classification_report(y_test, y_pred))
# Plotting confusion matrix
print ('Confusion matrix')
plot_confusion_matrix(LR_GSV_1,X_test,y_test)
Accuracy of the Logistic regression model on Original data is 80.89171974522293
Classification Report:
precision recall f1-score support
-1 0.94 0.85 0.89 439
1 0.12 0.28 0.17 32
accuracy 0.81 471
macro avg 0.53 0.56 0.53 471
weighted avg 0.89 0.81 0.84 471
Confusion matrix
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x1ecda3dc670>
For solver ='lbfgs': Models performance is 69.02% and solver ='newton-cg': Models performance is 80.89%
(Note: I have changed the solver value and noted the accuracy with solver ='lbfgs')
#lets try different techniques to get the best results
# standardise the training data by applying zscore
x_sc = x.apply(zscore)
x_sc.head()
| 0 | 1 | 2 | 3 | 4 | 6 | 12 | 15 | 21 | 22 | 23 | 24 | 28 | 40 | 43 | 45 | 46 | 48 | 51 | 55 | 59 | 60 | 62 | 63 | 64 | 65 | 66 | 67 | 68 | 71 | 72 | 73 | 88 | 90 | 115 | 117 | 133 | 135 | 136 | 137 | 138 | 139 | 142 | 148 | 150 | 151 | 159 | 160 | 161 | 162 | 180 | 182 | 183 | 185 | 187 | 188 | 196 | 197 | 200 | 201 | 202 | 203 | 205 | 208 | 223 | 225 | 250 | 268 | 345 | 346 | 412 | 417 | 418 | 419 | 423 | 428 | 429 | 430 | 431 | 432 | 433 | 438 | 439 | 440 | 456 | 460 | 467 | 468 | 470 | 472 | 473 | 474 | 476 | 478 | 480 | 482 | 483 | 484 | 485 | 486 | 487 | 488 | 489 | 490 | 494 | 496 | 499 | 500 | 510 | 511 | 519 | 520 | 521 | 523 | 525 | 547 | 548 | 550 | 555 | 561 | 562 | 569 | 570 | 572 | 574 | 577 | 581 | 585 | 589 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.224309 | 0.849725 | -0.436273 | 0.033555 | -0.050580 | -0.563790 | 0.762960 | 0.103782 | 0.318407 | 0.735468 | -0.172210 | 0.361942 | -1.522972 | -0.277120 | -0.452853 | -0.812566 | -0.852092 | 0.277786 | 1.000167 | -0.862453 | -0.492923 | -0.703759 | -0.912878 | 0.303390 | 0.238540 | 0.338549 | -1.112014 | -0.051474 | 0.274977 | -0.641197 | 2.202065e-15 | -2.756181e-14 | -1.124999 | -0.399317 | 0.025089 | -0.030126 | -0.508797 | 0.087736 | -0.500002 | -0.911233 | -0.928122 | -0.252239 | 0.039159 | 0.202177 | -0.785516 | -0.121545 | 0.136767 | 0.716844 | -0.708552 | -0.676486 | 0.585204 | 0.410790 | -1.456170 | -0.229080 | -0.784050 | 1.020904 | -0.210990 | 0.000692 | -0.842151 | -0.483037 | -0.420311 | -0.794544 | -0.035615 | 0.858783 | 0.949805 | 2.111519 | 2.020788 | 2.915403 | 1.445095e-16 | -7.409720e-17 | -0.330741 | -0.544682 | 0.712654 | -0.950558 | -0.736484 | -0.089261 | -0.087582 | 0.009596 | 0.296967 | -0.579100 | -0.693900 | -0.299206 | -0.739976 | -1.658054 | -0.760944 | 0.055677 | -0.005415 | 0.379989 | -0.519154 | -1.557287 | -0.654667 | -0.967680 | 0.795451 | -0.025367 | 1.126992 | 1.057855 | 0.443864 | 1.321592 | -0.105725 | 1.896453 | -0.914914 | -1.197906 | -1.203118 | -0.174360 | 0.184098 | -0.526473 | -0.811180 | -0.746780 | 0.236543 | -0.837955 | 1.524217e-16 | -0.124479 | -0.112621 | -0.083086 | -0.622220 | -1.725401 | 0.023303 | -0.900504 | -0.555732 | 0.531334 | -8.200826e-14 | -9.956414e-15 | 0.190142 | -0.226018 | -0.226665 | -0.135520 | 5.175234e-16 | -0.197113 | -1.665950e-15 |
| 1 | 1.107136 | -0.382910 | 1.017137 | 0.153067 | -0.060045 | 0.198217 | 0.181365 | 0.095858 | 0.282478 | -0.322234 | 0.223050 | -0.462653 | -0.311560 | 0.433389 | -0.528735 | -0.455157 | -0.727349 | 1.298783 | 0.784225 | -0.123389 | -0.226438 | -0.524040 | -0.292963 | -0.434592 | -0.271798 | 0.070146 | -0.816767 | -0.050700 | 1.638845 | -0.695974 | 2.202065e-15 | -2.756181e-14 | 2.313733 | -1.079102 | -0.329673 | 0.006493 | -0.910429 | -0.347544 | -1.076326 | -0.799950 | -0.114196 | -0.751798 | -0.266339 | 0.206199 | -0.163470 | -0.031341 | -0.320415 | -0.864326 | -0.890126 | -0.232181 | -0.309186 | -0.153925 | -1.508133 | -0.062045 | -1.032759 | 1.833098 | -0.315577 | -0.047747 | -1.105172 | -0.805146 | -0.446433 | -0.860664 | -0.007826 | 2.177719 | 0.101235 | 2.223278 | 1.527628 | 1.398051 | 1.445095e-16 | -7.409720e-17 | -0.867453 | 0.214656 | -1.114221 | 0.184261 | -0.484365 | -0.133261 | -0.157359 | -0.221601 | -0.552599 | -0.720873 | -0.025415 | -0.181118 | -0.862419 | 0.793499 | -0.665262 | 0.844178 | -0.174436 | 1.038832 | -0.463083 | -1.352250 | -0.890206 | -0.985241 | 0.719979 | -0.025367 | 2.452496 | -1.142265 | 0.210182 | -1.018301 | 0.728007 | -0.602924 | 2.221170 | -0.632654 | -1.203118 | 0.377697 | -0.122839 | -0.709929 | -0.811180 | -0.746780 | 2.275170 | -0.837955 | 1.524217e-16 | -0.187140 | -0.112621 | -0.093240 | -0.624689 | 1.135963 | -0.335951 | -0.223469 | -0.141962 | -0.745572 | -8.200826e-14 | -9.956414e-15 | 0.256816 | -0.261137 | -0.265730 | -0.460054 | 2.007880e+00 | 0.385059 | 1.156689e+00 |
| 2 | -1.114158 | 0.799102 | -0.481289 | 0.686213 | -0.047906 | -0.906210 | 0.633372 | 0.210561 | 0.272497 | 0.008033 | -0.174567 | -0.557914 | -0.684304 | -2.242749 | 1.418662 | -0.629808 | 0.092052 | 0.246003 | 0.465399 | 3.105153 | 2.194423 | 1.559140 | -0.101633 | -0.378507 | -0.879523 | -0.401058 | 0.331202 | -0.051647 | -0.387078 | -0.619387 | -7.487774e-01 | 1.393693e+00 | -2.278834 | 1.256492 | -0.588677 | -0.022382 | -0.858902 | -0.504244 | -0.219277 | -0.502556 | -1.017646 | -0.422569 | 0.477605 | -0.010966 | -0.616260 | -0.181004 | -0.326525 | 0.405138 | -0.781040 | -0.411950 | -0.372639 | 0.607839 | -0.548787 | 0.256713 | -0.007704 | 0.778808 | -0.229484 | -0.032550 | -0.100386 | -0.539995 | 0.060919 | -0.427553 | 0.369064 | 0.226882 | 1.081806 | -0.472988 | -0.096130 | 1.381392 | 4.562218e-01 | 8.074462e-01 | -0.703292 | -0.732677 | -1.114221 | -0.950558 | -0.829909 | -0.044628 | -0.101012 | -0.224990 | 0.187236 | -0.639442 | -0.425357 | 0.155507 | 0.007099 | -0.431880 | 0.339049 | 0.237267 | -0.372060 | -0.881098 | 0.797420 | 0.213138 | -0.355337 | 0.319282 | -0.452152 | -0.025367 | 0.515421 | 0.415586 | -0.286419 | -1.018301 | -0.049437 | 1.558987 | -0.631890 | -0.643368 | -0.097230 | -0.953410 | 0.087593 | -0.449449 | -0.811180 | -0.746780 | 4.913293 | -0.096265 | 2.160440e+00 | 0.046768 | -0.112621 | -0.091359 | 1.702945 | 1.641698 | -0.331428 | -0.188183 | -1.078814 | -0.396160 | 6.253138e-01 | 5.144841e+00 | 0.257279 | -0.199823 | -0.188395 | -0.590505 | -2.744816e-01 | 0.029833 | -1.791486e-01 |
| 3 | -0.350312 | -0.198875 | -0.051547 | -1.106948 | -0.051290 | 0.503246 | 0.581223 | 0.535107 | 0.239761 | -0.173190 | -0.513983 | -0.468515 | -1.898926 | 0.376833 | 1.201850 | -0.629808 | 0.016854 | 0.568516 | 0.533568 | 3.105153 | 2.252754 | 1.047336 | -0.037229 | -0.060581 | -0.991231 | -0.514988 | 0.322131 | -0.051299 | 0.051274 | -1.079763 | 7.716409e-01 | -2.462267e-01 | -1.041069 | -1.595753 | -0.782633 | 0.005798 | -3.619030 | 0.157381 | -0.375442 | 0.019322 | -0.797894 | -0.970606 | -0.320084 | 0.256042 | 0.697634 | 0.038549 | -0.024112 | -0.348879 | -0.149663 | -0.273877 | -0.844007 | 0.934653 | -0.600019 | -0.233256 | 0.030648 | 0.431357 | -0.176553 | 0.333121 | -0.466077 | -0.376977 | 0.083064 | -0.330209 | 0.044278 | 1.131454 | 0.530337 | -0.518068 | -0.285006 | 1.683033 | 3.613835e-02 | -7.384135e-02 | -0.712547 | -0.131018 | -0.008778 | -0.950558 | 0.516013 | -0.133629 | 0.127143 | -0.075299 | -0.246234 | -0.185077 | -0.107532 | -0.606521 | -0.759540 | -0.713746 | 0.170529 | -0.113683 | -0.372060 | -0.868418 | 1.410003 | -0.796330 | -0.068257 | 0.438283 | 1.026429 | -0.025367 | 2.071671 | -0.335060 | -0.554443 | 0.427874 | -0.518840 | -0.694024 | -0.640739 | -1.410324 | 0.285546 | 1.198057 | -0.122128 | -0.025267 | -0.811180 | 1.458534 | 1.534851 | -0.837955 | -6.528480e-01 | -0.044627 | -0.112621 | -0.085908 | 0.307254 | -6.646047 | -1.046058 | 25.287741 | 3.225112 | 1.602627 | 7.932446e-01 | 4.223799e-01 | 0.002548 | -0.221613 | -0.232808 | -0.645708 | -4.386698e-01 | -0.283417 | -2.752459e-01 |
| 4 | 0.242143 | 0.087526 | 1.117387 | -0.158919 | -0.047492 | -0.115382 | 0.610171 | 0.436445 | 0.226986 | -0.217226 | -0.131415 | 0.143314 | -1.927846 | 0.355468 | -0.352913 | 5.044537 | 4.610835 | -0.416695 | 1.250334 | 0.343388 | -1.604435 | -0.013001 | 3.196010 | 1.124845 | 2.367169 | 2.395718 | 3.357220 | -0.051464 | -0.182947 | -1.218682 | 2.202065e-15 | -2.756181e-14 | 0.384333 | 0.479681 | 1.005673 | -0.037036 | -1.674469 | 0.018091 | 0.093053 | 0.007810 | -0.716501 | -0.459721 | -0.849048 | 0.307867 | 0.676632 | -0.049782 | -0.187028 | -0.474258 | -0.547757 | -0.512296 | -1.140123 | 0.016691 | 1.618012 | -0.471280 | 0.883699 | 1.333651 | -0.202062 | -0.411519 | 0.250309 | -0.455540 | -0.118231 | 0.215744 | 0.003463 | 0.679989 | -0.973833 | 0.857771 | 0.724924 | 0.048793 | 1.445095e-16 | -7.409720e-17 | -0.467901 | -0.980861 | -1.114221 | 1.713028 | 0.232375 | -0.072999 | -0.046079 | -0.157039 | -0.319558 | -0.440681 | -0.911141 | -0.861295 | -0.865293 | 0.603609 | -0.102354 | 0.127187 | -0.099977 | -0.778857 | -0.013888 | -1.007554 | -0.997073 | -0.747461 | 1.512905 | -0.025367 | 1.812519 | -0.527226 | 0.367536 | 1.166272 | 0.180080 | -1.061192 | 1.329344 | 1.582088 | -1.203118 | 0.207997 | -0.139003 | 3.214616 | 0.092288 | -0.746780 | 2.451234 | -0.837955 | 1.524217e-16 | -0.025401 | -0.112621 | -0.094615 | -0.659557 | -0.785745 | 1.123032 | 0.577065 | 0.411426 | -0.538287 | -8.200826e-14 | -9.956414e-15 | 0.085279 | -0.227409 | -0.222385 | -0.454486 | 5.175234e-16 | 26.913347 | -2.752459e-01 |
We can reduce dimensions using PCA by following below steps:
# Calculate the covariance matrix
cov_matrix = np.cov(x_sc.T)
print("cov_matrix shape:",cov_matrix.shape)
print("Covariance_matrix",cov_matrix)
cov_matrix shape: (129, 129) Covariance_matrix [[ 1.00063857e+00 -1.43931658e-01 4.75868246e-03 ... -1.71312713e-02 2.36043864e-02 4.17663212e-03] [-1.43931658e-01 1.00063857e+00 5.77088798e-03 ... 5.40409063e-02 2.27405073e-03 4.48254521e-02] [ 4.75868246e-03 5.77088798e-03 1.00063857e+00 ... -7.05872633e-03 1.57621501e-02 -3.29109770e-02] ... [-1.71312713e-02 5.40409063e-02 -7.05872633e-03 ... 1.00063857e+00 -4.71262486e-04 5.85661312e-01] [ 2.36043864e-02 2.27405073e-03 1.57621501e-02 ... -4.71262486e-04 1.00063857e+00 -3.80249376e-03] [ 4.17663212e-03 4.48254521e-02 -3.29109770e-02 ... 5.85661312e-01 -3.80249376e-03 1.00063857e+00]]
#Calculating Eigen Vectors & Eigen Values:
eigenvalues, eigenvectors = np.linalg.eig(cov_matrix)
print('Eigen Vectors \n%s', eigenvectors)
print('\n Eigen Values \n%s', eigenvalues)
Eigen Vectors %s [[-0.01079434 0.03400482 0.0236541 ... 0.02264396 0.13738896 0.03971213] [ 0.00086035 -0.01157146 -0.04057078 ... -0.19063241 0.19675594 -0.08778818] [-0.007367 -0.00467633 -0.02219941 ... 0.00185485 0.01244536 -0.00107696] ... [-0.00658125 0.02272129 -0.05324648 ... 0.01743134 0.08986486 0.03622402] [ 0.00679145 0.00763494 -0.02008637 ... -0.13034193 0.05354158 -0.05498246] [ 0.02523848 0.00175913 -0.04945522 ... 0.02804211 0.05842212 0.05312988]] Eigen Values %s [9.49893989e+00 5.23201935e+00 4.64834800e+00 4.18673132e+00 3.56295506e+00 3.37810472e+00 3.12345870e+00 2.89674025e+00 2.72000651e+00 2.51900881e+00 2.28411495e+00 2.18189837e+00 2.02664007e+00 2.00026471e+00 1.91469766e+00 1.83645407e+00 1.79402083e+00 1.76711618e+00 1.71298676e+00 1.63450091e+00 1.62291304e+00 1.53812380e+00 1.49349202e+00 1.47674953e+00 1.43242788e+00 1.41945383e+00 1.37423738e+00 1.35481822e+00 1.29826108e+00 1.25538723e+00 1.25190102e+00 1.19926256e+00 1.19093401e+00 1.17007265e+00 1.15445231e+00 1.14611178e+00 7.03481832e-02 5.94155090e-02 5.19960118e-02 8.08151147e-02 3.31104019e-02 2.61503845e-02 1.13672967e+00 3.85521310e-02 3.00886270e-02 1.84406380e-02 9.52933592e-02 1.40946935e-02 1.10152905e-02 1.36160982e-03 1.55641540e-03 2.33481595e-03 6.84030772e-03 3.51769377e-03 1.15027072e-01 1.17828022e-01 1.26178577e-01 4.88641982e-03 4.17592697e-03 1.44688904e-01 1.63469669e-01 1.10585649e+00 1.10055425e+00 1.55510403e-01 1.90579638e-01 1.08439546e+00 1.07150209e+00 1.98992777e-01 2.04952777e-01 2.17683163e-01 2.38167112e-01 1.04974106e+00 2.54600983e-01 2.67590125e-01 3.32886077e-01 3.53986344e-01 1.03718238e+00 3.10791061e-01 3.11860247e-01 1.01219777e+00 3.73243205e-01 3.97982247e-01 3.02732135e-01 4.12843785e-01 4.31699740e-01 4.43430161e-01 5.31305846e-01 4.52064251e-01 2.85354533e-01 5.05880867e-01 5.18539264e-01 5.60532457e-01 5.77507549e-01 4.88154781e-01 1.00452245e+00 6.19578310e-01 4.80912499e-01 4.70548386e-01 9.95808246e-01 6.38414545e-01 6.31251028e-01 9.76647103e-01 6.69512273e-01 6.75743546e-01 2.82148562e-01 9.63869054e-01 7.02580147e-01 7.14764394e-01 9.53139311e-01 9.44533513e-01 9.56803478e-01 7.30332879e-01 9.27678718e-01 7.46779805e-01 7.76660204e-01 7.80506671e-01 8.84814936e-01 8.94329204e-01 9.05194588e-01 8.45432166e-01 9.04127955e-01 8.33806830e-01 8.60588941e-01 8.17227089e-01 7.66834865e-01 8.21746586e-01 8.65501139e-01 8.02081294e-01 8.02132841e-01]
#Sort eigenvalues in descending order
# Make a set of (eigenvalue, eigenvector) pairs:
eig_pairs = [(eigenvalues[i], eigenvectors[:,i]) for i in range(len(eigenvalues))]
# Sort the (eigenvalue, eigenvector) pairs from highest to lowest with respect to eigenvalue
eig_pairs.sort()
eig_pairs.reverse()
print(eig_pairs)
# Extract the descending ordered eigenvalues and eigenvectors
eigvalues_sorted = [eig_pairs[index][0] for index in range(len(eigenvalues))]
eigvectors_sorted = [eig_pairs[index][1] for index in range(len(eigenvalues))]
# Let's confirm our sorting worked, print out eigenvalues
print('Eigenvalues in descending order: \n%s' %eigvalues_sorted)
[(9.498939889577516, array([-1.07943385e-02, 8.60347823e-04, -7.36699964e-03, -8.67263362e-05,
2.32333249e-03, 6.09987282e-03, -7.29962812e-03, 2.65589280e-02,
-1.04009577e-02, 9.74364760e-03, -1.13800972e-02, 3.18999152e-03,
-4.67133877e-04, -5.12040213e-03, 1.95403670e-02, 4.78906416e-02,
5.37694841e-02, -1.37714779e-02, 2.09272951e-02, 1.15956203e-02,
1.29666014e-01, -1.88266088e-02, 1.82670423e-01, 1.71921261e-01,
4.63501681e-02, 1.11416946e-01, 3.19245835e-02, 2.67406421e-01,
-1.35291133e-01, -2.06200355e-02, -7.63062129e-02, 1.42007304e-01,
-4.90055702e-03, -6.78387430e-03, 1.93576464e-03, -2.79738631e-03,
-2.32613986e-02, 5.13119293e-03, -2.05609629e-02, -2.79152016e-02,
-1.53163061e-02, 9.14320625e-05, 3.18520868e-03, 1.64434698e-03,
-4.69129433e-03, 6.66116574e-02, -1.21115536e-02, -9.96200336e-03,
-4.73455990e-03, -9.65299957e-03, 8.04504124e-03, 5.77981174e-02,
2.15502051e-02, 6.53289721e-03, 1.23016733e-02, 1.27811386e-02,
3.02870644e-01, 2.82157033e-01, 2.21847179e-01, 1.87114386e-01,
2.49544663e-01, 2.73945556e-01, 2.80691928e-01, 3.25371193e-02,
-5.91253281e-03, -3.65616414e-03, -3.94444145e-03, 2.33162937e-02,
2.25848113e-01, 2.19446040e-01, -5.55710566e-04, 1.12221522e-02,
2.01210180e-03, 5.15064937e-03, -1.65706296e-02, -7.18886889e-03,
2.76667889e-03, -1.17359952e-02, -1.11301897e-02, -4.83874557e-03,
-4.44411182e-03, 1.02492935e-03, -1.31203589e-03, 2.21078435e-03,
6.22158593e-03, -1.08572214e-02, -1.58746919e-02, 1.45436102e-02,
2.42302105e-01, 6.19574362e-02, 1.36711042e-01, 2.23079175e-01,
1.61719093e-01, 1.46770947e-01, 4.64640548e-02, 4.31831365e-03,
-1.38280028e-02, 1.32301848e-02, 9.41574685e-03, 5.56070386e-03,
-6.68976684e-03, -1.05485361e-02, 3.79870937e-03, -3.23701685e-03,
-7.53302721e-04, 9.40043253e-03, -1.98350672e-03, -1.73956206e-02,
8.58873857e-03, 2.01289235e-02, 3.71450862e-04, 3.80476390e-03,
3.90815221e-03, 9.93383696e-02, 4.01607382e-03, 9.87485638e-03,
-6.43990155e-03, 6.82346856e-03, 1.89083390e-03, 1.25276830e-02,
4.63236696e-03, -5.32375881e-03, -2.91895174e-02, 1.71232166e-02,
1.58216709e-02, 2.24714437e-02, -6.58124830e-03, 6.79145008e-03,
2.52384796e-02])), (5.232019349425661, array([ 0.03400482, -0.01157146, -0.00467633, 0.05931959, 0.03305899,
-0.0805247 , -0.02430123, 0.0209576 , -0.03815494, -0.00839459,
-0.04090692, -0.03468872, 0.21350587, 0.07177561, 0.07156617,
0.17930591, 0.20342349, -0.10864959, -0.03632154, 0.03602914,
-0.18536674, 0.13545414, 0.12594814, -0.1449385 , -0.01883402,
-0.01136116, 0.20791644, -0.07295002, -0.00359178, 0.14599646,
0.18980579, -0.11234172, -0.01850713, 0.02298901, 0.02311696,
0.00098603, -0.05561688, -0.00029914, -0.01384135, -0.01457004,
-0.06963063, 0.13383619, 0.05859699, -0.00832776, -0.03188527,
0.03488931, -0.14132037, -0.16982842, -0.01504635, 0.07845243,
0.1714021 , 0.15599753, -0.08112663, 0.02147642, 0.00763725,
-0.03136294, 0.00518844, -0.01196689, 0.00022649, 0.17552975,
0.09863858, 0.00412505, -0.07947627, -0.11664542, 0.02213983,
0.00204421, 0.02795438, 0.02440011, -0.1123866 , -0.11046142,
0.09629159, 0.11765348, 0.03278919, 0.00056938, -0.05094057,
0.00797451, 0.01170791, -0.1613634 , -0.1825638 , -0.01484086,
0.07076047, 0.10073454, 0.09736335, 0.18505881, 0.0601103 ,
-0.00329295, -0.06850152, 0.12047434, 0.04165818, 0.10037699,
0.18251632, 0.14520239, -0.12000252, 0.07133046, -0.18207174,
-0.0146373 , 0.03742955, -0.05804468, 0.03178691, -0.02623281,
0.08696057, -0.03772741, 0.00496638, -0.03738717, -0.01446387,
0.02597043, 0.01599927, -0.00504232, -0.12920977, 0.00484367,
-0.06855322, -0.01240569, 0.00098322, -0.05027547, -0.01154844,
-0.09245932, -0.16472554, -0.06042151, -0.10084265, 0.00039991,
0.07289867, 0.0070534 , 0.08184918, -0.00919754, -0.01095676,
0.0064606 , 0.02272129, 0.00763494, 0.00175913])), (4.648347996984388, array([ 2.36540952e-02, -4.05707789e-02, -2.21994112e-02, 2.90780940e-02,
-2.24080262e-02, -9.79868947e-03, 3.71155259e-02, -6.17854313e-03,
-3.10998464e-01, 2.83171758e-01, -8.73316591e-02, 4.31350679e-02,
6.02496340e-02, 3.86783233e-02, -1.44736574e-01, -1.11250913e-01,
-1.86696669e-01, 1.58969431e-02, -9.11755665e-02, -1.84946912e-01,
3.77694983e-02, -1.49889003e-01, 7.15264132e-03, -1.00382306e-01,
-1.69518098e-01, -1.62529813e-01, -8.79246700e-02, 1.30169366e-02,
6.91342755e-03, -4.88339762e-02, -1.02124495e-01, 8.78431001e-02,
1.72067201e-02, -1.42853897e-02, -1.61399396e-02, 3.00502543e-03,
5.03630041e-02, 3.58768346e-02, -3.13978284e-02, -2.51765990e-02,
-2.55215398e-02, -6.18697333e-02, -5.54373558e-02, 1.98491252e-02,
-4.38311611e-02, -4.79577864e-03, -3.19406891e-01, -2.34565729e-01,
3.46705799e-03, -7.42931909e-03, 3.05589074e-02, -1.75290498e-02,
1.61551246e-01, 6.92510110e-02, 1.05678370e-01, -4.39067476e-02,
-1.72632217e-02, -1.10399144e-02, 7.62989405e-04, -7.48761124e-02,
-5.53068824e-02, 3.38611720e-02, 9.76519228e-03, 4.78289798e-02,
1.16223294e-02, -1.47128463e-02, -2.96562351e-02, -2.17060813e-02,
7.59644620e-02, 6.91580975e-02, -8.23252438e-02, -1.18704521e-02,
-1.72510064e-03, -5.56049259e-03, -4.42105345e-02, -9.70655906e-03,
6.79166566e-03, -3.54896413e-01, -3.28798159e-01, -6.51605324e-02,
-8.99580085e-02, -1.52216388e-02, -1.54584181e-02, -3.50822620e-02,
4.34793062e-02, 6.04807266e-02, -7.74389589e-03, 2.10209001e-02,
-4.44260113e-02, 1.33018784e-01, -9.27998982e-03, -1.17147771e-02,
4.23527843e-02, -3.50453341e-02, 6.62630511e-02, 1.40272621e-02,
4.79806579e-03, 5.57699933e-02, -2.15934138e-02, 1.21342789e-02,
-9.25199296e-03, 2.11717205e-02, 1.85658693e-02, 2.28597907e-02,
7.51069341e-03, -3.61683768e-02, -1.23647557e-02, 1.49521367e-02,
-7.15532453e-02, 8.23108533e-05, -4.93092755e-02, -3.45136478e-02,
-3.79753727e-02, 1.76177557e-02, -9.76764876e-02, 4.49285521e-03,
1.09255883e-02, -3.55404653e-02, 2.45089374e-02, 5.80672786e-03,
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1.73285799e-03, 2.86989512e-03, 1.51888752e-03, -2.29610743e-03,
1.03629474e-03, 9.30599720e-04, -8.98014237e-04, 1.74417298e-03,
3.06266907e-04, 1.16975338e-03, -3.39435170e-03, 4.07941280e-04,
-2.46785988e-03, -5.01559005e-04, 1.03388178e-03, 3.80903253e-04,
1.81876051e-03, -1.38545149e-03, -7.58184084e-04, 1.19234297e-03,
-3.57849193e-03, 3.41390243e-03, -2.78026568e-03, 1.41029785e-03,
3.39873166e-03])), (0.0013616098195192291, array([ 9.53640582e-04, -7.13238024e-04, 3.86527564e-04, -1.14535389e-03,
2.59888638e-03, -9.80247588e-04, -1.45060366e-04, -1.48602945e-03,
6.95875943e-03, 8.87784189e-03, 1.50285362e-03, -2.97546665e-04,
1.03623729e-03, -3.33873943e-04, 1.01963952e-01, 2.16283084e-01,
-6.23038531e-01, 6.61434346e-02, -7.06786004e-03, -1.11571199e-03,
-2.96068529e-04, -7.24238151e-02, -1.82810025e-01, -4.87148186e-02,
-6.62404697e-02, 3.51050366e-01, 5.47066315e-01, 3.48546753e-02,
-6.08526738e-02, 1.12099010e-03, 6.66540607e-03, 1.48291430e-02,
3.37543683e-04, 1.62347123e-03, -2.62251676e-03, -5.62684405e-04,
1.10172697e-03, -3.49570251e-04, 7.08906330e-04, -8.96795238e-04,
-3.99647629e-04, 1.26462573e-03, -2.70562385e-03, -6.56953321e-04,
2.08943881e-03, 1.04706511e-03, 2.98688416e-02, -3.46682063e-02,
-1.91936073e-04, 1.63523298e-03, 1.28597855e-02, 9.82041675e-04,
1.26295739e-02, -4.61543756e-02, -3.06081191e-02, -1.27836422e-03,
-3.76256498e-02, -1.61808474e-02, -6.05068379e-02, 4.89838554e-02,
-3.46463374e-02, 2.03669375e-02, 2.57162257e-02, -1.12785633e-03,
2.51466959e-04, 7.80223056e-04, -5.57341604e-05, 1.61944051e-03,
1.52434211e-01, -1.59180340e-01, 1.84687653e-04, 1.09839053e-03,
7.26214830e-04, 4.63873748e-04, 3.40221006e-04, -8.27891052e-04,
-8.90856362e-04, -6.31518080e-02, 6.52482616e-02, -1.29615644e-03,
-6.75227373e-05, -2.74841430e-05, 6.70257405e-04, -1.24124847e-03,
-2.92171109e-03, 1.85797111e-03, -3.36273172e-03, -2.61497727e-03,
-2.24098701e-03, 2.93798783e-02, -3.36719647e-02, 1.91829449e-02,
3.14623502e-03, 3.45786120e-02, -7.27931828e-04, -6.35430303e-04,
-1.28312716e-04, 7.31993690e-04, -8.69106801e-04, 8.50527813e-04,
-1.51863249e-03, -1.33467040e-03, 3.60143760e-04, -1.65723226e-03,
-2.96704217e-04, 1.85794604e-04, 1.38402427e-04, 1.22990527e-03,
1.49477978e-04, -1.93319497e-03, -1.23651586e-04, 4.74973575e-04,
1.16819449e-03, 3.19268561e-03, -4.80486731e-04, -1.58178100e-03,
6.32230104e-04, -5.56047241e-04, -1.37576282e-03, -7.95488586e-05,
-5.43058197e-04, 5.38527386e-04, -3.97102807e-03, 2.15691582e-02,
-2.13151810e-02, -2.56966884e-03, -8.72815795e-04, 2.26637114e-04,
2.07740802e-03]))]
Eigenvalues in descending order:
[9.498939889577516, 5.232019349425661, 4.648347996984388, 4.186731324975693, 3.562955057867467, 3.3781047188729665, 3.1234586983814996, 2.896740247012644, 2.720006508195297, 2.5190088116427725, 2.284114951260867, 2.1818983656529047, 2.026640067593797, 2.000264711286299, 1.9146976598067214, 1.8364540743240112, 1.794020828040592, 1.7671161813949274, 1.712986756405089, 1.6345009063066522, 1.6229130405662058, 1.5381237972906836, 1.4934920194863357, 1.4767495274172253, 1.4324278819833731, 1.4194538279849158, 1.3742373778836472, 1.3548182238607367, 1.2982610820213651, 1.2553872325196787, 1.2519010183004973, 1.1992625554851697, 1.1909340129758053, 1.1700726461917428, 1.154452314721701, 1.1461117799982323, 1.1367296683503523, 1.1058564927940202, 1.1005542519173042, 1.0843954603265749, 1.071502088995551, 1.0497410645241079, 1.0371823788216288, 1.0121977727831704, 1.0045224476827401, 0.9958082455692998, 0.9766471034002521, 0.9638690538465439, 0.9568034775608198, 0.9531393107346182, 0.9445335130824255, 0.9276787177698929, 0.9051945875625041, 0.9041279547015257, 0.8943292039526343, 0.8848149357993443, 0.8655011392416442, 0.860588941116157, 0.8454321663905576, 0.8338068301443086, 0.82174658607617, 0.8172270891494556, 0.8021328414712544, 0.8020812941732917, 0.7805066711509825, 0.7766602040861745, 0.7668348646315984, 0.7467798045103285, 0.7303328786065549, 0.7147643941394868, 0.702580147277707, 0.6757435455625513, 0.6695122731877595, 0.6384145453387995, 0.6312510279007324, 0.6195783099942663, 0.5775075493400974, 0.5605324571083408, 0.5313058458411763, 0.5185392641516556, 0.5058808666035016, 0.48815478102667087, 0.48091249851444784, 0.4705483856582529, 0.4520642506531529, 0.4434301613462223, 0.4316997399007819, 0.41284378457511933, 0.3979822468322802, 0.3732432045218797, 0.3539863436729204, 0.33288607654119334, 0.3118602467346556, 0.3107910612379128, 0.3027321350599863, 0.2853545325513171, 0.2821485621770654, 0.26759012455768594, 0.254600982853172, 0.2381671122787249, 0.2176831630585945, 0.20495277712210191, 0.19899277700790852, 0.190579637897479, 0.1634696686760357, 0.15551040347596667, 0.14468890444904617, 0.126178577427656, 0.11782802234971994, 0.11502707186036656, 0.09529335923366494, 0.08081511465511029, 0.07034818320620351, 0.05941550900554441, 0.051996011817034324, 0.03855213104402428, 0.033110401949095536, 0.030088627042818113, 0.026150384493922825, 0.01844063797448562, 0.014094693461094172, 0.01101529050517491, 0.006840307724769044, 0.004886419819025011, 0.0041759269748398485, 0.0035176937721913258, 0.0023348159473509968, 0.0015564153983103311, 0.0013616098195192291]
tot = sum(eigenvalues)
var_explained = [(i / tot) for i in eigvalues_sorted] # an array of variance explained by each
# eigen vector... there will be 129 entries as there are 129 eigen vectors)
cum_var_exp = np.cumsum(var_explained) # an array of cumulative variance. There will be 129 entries with 129 th entry
# cumulative reaching 100%
print('Cumulative Variance explained:\n' , cum_var_exp)
Cumulative Variance explained: [0.0735882 0.11412061 0.15013132 0.18256589 0.21016807 0.23633822 0.26053562 0.28297664 0.30404851 0.32356325 0.34125827 0.35816141 0.37386177 0.38935781 0.40419095 0.41841795 0.43231621 0.44600604 0.45927654 0.471939 0.48451169 0.49642752 0.50799759 0.51943796 0.53053496 0.54153146 0.55217766 0.56267343 0.57273105 0.58245652 0.59215499 0.60144566 0.61067182 0.61973636 0.62867989 0.63755881 0.64636504 0.6549321 0.66345809 0.67185889 0.68015981 0.68829214 0.69632718 0.70416867 0.7119507 0.71966521 0.72723129 0.73469837 0.74211072 0.74949468 0.75681198 0.7639987 0.77101123 0.7780155 0.78494386 0.79179851 0.79850354 0.80517052 0.81172007 0.81817957 0.82454563 0.83087668 0.8370908 0.84330452 0.84935109 0.85536787 0.86130854 0.86709383 0.87275171 0.87828899 0.88373187 0.88896685 0.89415355 0.89909935 0.90398964 0.90878951 0.91326346 0.9176059 0.92172192 0.92573904 0.92965809 0.93343982 0.93716545 0.94081078 0.94431292 0.94774817 0.95109254 0.95429084 0.957374 0.96026551 0.96300784 0.96558671 0.96800269 0.97041038 0.97275565 0.97496629 0.97715209 0.97922511 0.9811975 0.98304258 0.98472897 0.98631673 0.98785833 0.98933475 0.99060115 0.99180588 0.99292679 0.99390429 0.9948171 0.99570822 0.99644645 0.99707253 0.99761751 0.99807781 0.99848062 0.99877928 0.99903579 0.99926888 0.99947147 0.99961433 0.99972352 0.99980886 0.99986185 0.9998997 0.99993205 0.99995931 0.99997739 0.99998945 1. ]
# Plotting the Explained variance and principal components
plt.figure(figsize=(10,5))
plt.bar(range(1,130), var_explained, alpha=0.5, align='center', label='individual explained variance')
plt.step(range(1,130),cum_var_exp, where= 'mid', label='cumulative explained variance')
plt.ylabel('Explained variance ratio')
plt.xlabel('Principal components')
plt.show()
# From below we plot we can not see any particular elbow so lets try selecting number of dimensions based on the cumulative variance explained
# we can see that 75 features explain 90% of the data, so we will use first 75 principal components going forward and calulate the reduced dimensions.
# P_reduce represents reduced mathematical space....
x_reduce = np.array(eigvectors_sorted[0:75]) # Reducing from 129 to 75 dimension space
x_pca = np.dot(x_sc,x_reduce.T) # projecting original data into principal component dimensions
x_reduced_pca = pd.DataFrame(x_pca) # converting array to dataframe for pairplot
x_reduced_pca.head()
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 | 65 | 66 | 67 | 68 | 69 | 70 | 71 | 72 | 73 | 74 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -1.163453 | -2.396733 | 0.163554 | 0.431128 | -0.291643 | -1.054599 | 0.911534 | -0.054441 | 0.196146 | 0.252531 | -0.328450 | -0.676090 | 0.127875 | -1.562120 | -2.102059 | -1.517571 | 0.521249 | -0.886171 | -1.267300 | -0.278813 | -1.618662 | 0.917258 | 0.955281 | -1.286690 | -0.027092 | -0.697406 | -0.222995 | 1.404850 | -1.150182 | -0.037549 | -0.356038 | 0.321769 | 0.697939 | 1.714255 | 0.493094 | -0.353475 | -0.703971 | -0.181684 | 0.772531 | 0.318199 | 0.034142 | 1.011521 | -1.101945 | -1.726825 | 0.896541 | 0.272611 | -0.359435 | -0.035249 | 0.834872 | 2.013943 | -0.701044 | -0.102662 | 0.697089 | 0.352842 | 0.038590 | 0.264686 | 0.897474 | 0.713379 | -0.197127 | -0.824293 | -1.100915 | -1.135701 | 0.912250 | 0.343964 | 1.176808 | 0.868350 | -0.104809 | 1.465931 | 0.562727 | -0.485682 | -1.254538 | -1.329805 | -1.137506 | 0.287792 | -1.246909 |
| 1 | -1.545191 | -1.744298 | 0.432179 | 0.378855 | -0.183718 | -1.421468 | 0.841136 | -0.487645 | -0.078498 | 0.349606 | -0.895909 | 0.660900 | -1.229965 | -0.988639 | -3.503881 | -0.486649 | 1.745170 | -2.271156 | 0.148130 | -1.292155 | 0.297530 | 0.246258 | 0.353732 | 1.303990 | 0.279255 | -2.386071 | 1.365830 | -0.865122 | -1.248437 | -0.876139 | -1.141848 | -0.665323 | 0.112224 | 1.797491 | 0.657309 | -0.569923 | 1.200862 | 1.056545 | -0.061525 | -0.629477 | -0.036881 | -0.339568 | 1.372847 | -0.260934 | -0.338792 | -0.183522 | 0.430305 | -0.640051 | 1.164547 | -0.804323 | -0.245761 | -0.682826 | -0.819494 | 0.608515 | 0.447998 | 0.196643 | 0.343539 | -0.894908 | -0.397173 | 1.070460 | 0.864844 | 0.592388 | 0.841974 | 0.905768 | 0.854948 | 2.109583 | -0.812823 | 0.767246 | 2.532387 | 0.044418 | 0.367491 | -0.114228 | -0.611888 | 1.142240 | -1.019391 |
| 2 | 0.860045 | -1.651834 | -1.221206 | 2.390579 | 0.593729 | -1.735366 | -0.719669 | 1.419358 | -1.838536 | -1.390172 | -0.428844 | -0.834210 | -0.439010 | 0.714487 | -1.261344 | 0.879023 | 1.214892 | -0.574733 | -0.032666 | -1.922532 | -0.470613 | 0.672419 | -1.926182 | 1.059461 | -0.143582 | 2.783651 | -1.257360 | 1.053837 | 0.457986 | 1.791640 | 2.586380 | 0.082402 | 0.257790 | 1.653516 | 1.819283 | 1.734753 | -1.572411 | -0.824989 | 0.964750 | -0.173618 | -1.692548 | 0.054716 | -0.366977 | -1.029313 | 1.052382 | -0.603086 | 0.909156 | -2.641156 | -0.267543 | 1.334477 | -1.591412 | 0.111139 | -1.018543 | -1.131141 | -0.886501 | -0.400448 | 0.867028 | -0.120111 | -3.325047 | -0.810216 | 0.622516 | 1.366869 | -1.204378 | 0.227972 | -1.102934 | 1.381201 | -0.213805 | 1.223106 | 1.696287 | 0.430952 | 0.894538 | 0.066978 | -0.277683 | 0.725075 | -0.608610 |
| 3 | 0.882356 | -2.788030 | -1.610578 | 4.655940 | -2.106891 | -3.046918 | -1.481106 | 2.204595 | -1.013725 | 1.142482 | -0.711539 | 0.359093 | -0.521430 | 3.022199 | -4.156036 | -0.139373 | 2.416940 | 1.022970 | 0.119292 | -0.963635 | 1.609175 | 0.911552 | -1.536609 | 2.382004 | 2.289904 | 0.128736 | -0.985622 | 2.985585 | 7.071971 | 4.800494 | -3.579417 | -4.415538 | -3.338633 | 2.584572 | 2.992760 | -3.359439 | 7.321620 | -1.604284 | 0.382782 | 6.859341 | -8.374694 | -2.556433 | -2.034077 | 0.718443 | 3.790040 | 6.091768 | 0.899226 | 7.192738 | -0.658418 | -2.436175 | 5.199513 | 4.092708 | 1.319333 | -3.052296 | -0.682244 | 3.110848 | -0.042547 | 5.313440 | -3.446089 | 2.394313 | 0.649692 | -0.301269 | 3.792983 | -3.045137 | 1.388543 | -2.798867 | -4.526912 | 3.008675 | -3.131251 | 3.054224 | -2.417240 | 0.952617 | 3.307447 | -0.547730 | 0.930823 |
| 4 | 1.645215 | 0.586966 | -2.916893 | 6.848357 | -0.287891 | 3.910116 | 4.339091 | -4.159801 | 2.497264 | -0.248956 | -0.483843 | 0.720155 | 2.048752 | 3.960142 | -0.757799 | 2.215194 | 1.605159 | -3.820181 | -3.574692 | 0.189568 | -0.753329 | 0.762581 | 0.251675 | 4.069546 | -1.438865 | -0.826142 | 0.519724 | -3.458778 | -2.259994 | -4.179893 | -0.028555 | -1.880137 | -2.119496 | 6.756367 | -1.145346 | 6.882802 | 7.321450 | 0.391154 | 4.918356 | 7.431908 | -1.824904 | 7.144568 | -0.079447 | 10.735411 | -2.646822 | -2.554352 | 2.262293 | 2.369519 | -2.962687 | 2.446161 | -7.411788 | 0.536720 | 2.274107 | 1.012001 | 2.876127 | -5.577185 | -3.735778 | -1.741377 | -1.905116 | 3.394340 | 1.138413 | -2.911084 | -0.881005 | 1.078923 | 4.077711 | 2.378935 | 2.317550 | -3.084827 | -1.722713 | -0.184079 | -0.596113 | 1.427634 | 1.722657 | 0.156708 | -0.395822 |
#Split into taining and testing data
X_train_sc, X_test_sc, y_train_sc, y_test_sc = train_test_split(x_reduced_pca, y, test_size=0.30, random_state=1)
X_train_sc.shape, X_test_sc.shape, y_train_sc.shape, y_test_sc.shape
((1096, 75), (471, 75), (1096,), (471,))
# Lets upsample the dataset to balance
print("Before Upsampling, counts of label '-1': {}".format(sum(y_train_sc==-1)))
print("Before Upsampling, counts of label '1': {} \n".format(sum(y_train_sc==1)))
sm = SMOTE(k_neighbors = 5, random_state=1) #Synthetic Minority Over Sampling Technique
X_train_sc_res, y_train_sc_res = sm.fit_sample(X_train_sc, y_train_sc.ravel())
print("After Upsampling, counts of label '-1': {}".format(sum(y_train_sc_res==-1)))
print("After Upsampling, counts of label '1': {} \n".format(sum(y_train_sc_res==1)))
print('After Upsampling, the shape of X_train_X: {}'.format(X_train_sc_res.shape))
print('After Upsampling, the shape of Y_train: {} \n'.format(y_train_sc_res.shape))
Before Upsampling, counts of label '-1': 1024 Before Upsampling, counts of label '1': 72 After Upsampling, counts of label '-1': 1024 After Upsampling, counts of label '1': 1024 After Upsampling, the shape of X_train_X: (2048, 75) After Upsampling, the shape of Y_train: (2048,)
#Lets see if the performance of our model is increased or not
LR_model1 = LogisticRegression()
LR_model1.fit(X_train_sc_res,y_train_sc_res)
# Prediction on of test data
y_pred = LR_model1.predict(X_test_sc)
LR_model1_score = LR_model1.score(X_test_sc, y_test_sc)
# Let's measure the accuracy of this model's prediction
print('Accuracy of the Logistic regression model on Original data is', LR_model1_score*100)
#We can see that models performance is increased due to scaled values
print('\n\n Classification Report:')
print(metrics.classification_report(y_test_sc, y_pred))
print('\n\n Confusion Matrix:')
print(plot_confusion_matrix(LR_model1,X_test_sc,y_test_sc))
Accuracy of the Logistic regression model on Original data is 75.3715498938429
Classification Report:
precision recall f1-score support
-1 0.94 0.78 0.86 439
1 0.10 0.34 0.16 32
accuracy 0.75 471
macro avg 0.52 0.56 0.51 471
weighted avg 0.89 0.75 0.81 471
Confusion Matrix:
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x000001ECDA538C40>
Models overall accuracy have increased from 69% to 75% we can see that F1 score is increased by 5% for both -1 and 1 classes of prediction. Also as explained earlier, Precision nd recall for estimating -1 and 1 type of semi conductors have increased.
We can see that by using above techniques we have clearly increased out model's performance
# lets see if the performance of the mode changes when we change the sample population
# We will create a method which will take independent variables, target variables and 2 ratios
# based on which we will create 2 samples and run the model on both sample sets and see if the performance is changed
from sklearn.pipeline import Pipeline
def diff_sample_test (x,y,sample_ratio1,sample_ratio2):
print ('shape of X and Y data set before applying enhancement is',x.shape,y.shape,'respectively')
sm = SMOTE(k_neighbors = 5, random_state=1) #Synthetic Minority Over Sampling Technique
xsm,ysm = sm.fit_sample(x, y.ravel())
xtrain1,xtest1,ytrain1,ytest1 = train_test_split(xsm,ysm,test_size = sample_ratio1 , random_state = 42)
xtrain2,xtest2,ytrain2,ytest2 = train_test_split(x,y,test_size = sample_ratio2 , random_state = 42)
pipe_lr1 = Pipeline([('scl', StandardScaler()),('pca', PCA()), ('clf', LogisticRegression())])
pipe_lr1.fit(xtrain1, ytrain1)
print ('\n\n\nDetails of samples with', sample_ratio1,'ratio\n')
print ('size of x train, y train, x test and y test samples is',xtrain1.shape,ytrain1.shape,xtest1.shape,ytest1.shape, 'respectively')
print('Test Accuracy for above sample is: %.3f' % pipe_lr1.score(xtest1, ytest1))
pipe_lr2 = Pipeline([('scl', StandardScaler()), ('pca', PCA()),('clf1', LogisticRegression())])
pipe_lr2.fit(xtrain2, ytrain2)
print ('\n\n\nDetails of samples with', sample_ratio2,'ratio\n')
print ('size of x train, y train, x test and y test samples is',xtrain2.shape,ytrain2.shape,xtest2.shape,ytest2.shape ,'respectively')
print('Test Accuracy for above sample is: %.3f' % pipe_lr2.score(xtest2, ytest2))
diff_sample_test (x,y,0.20,0.90)
# We can see even with changing the sample sizes models performance is quite good,
# certainly scaling and dimension reduction enhances the data resulting in better model performances
shape of X and Y data set before applying enhancement is (1567, 129) (1567,) respectively Details of samples with 0.2 ratio size of x train, y train, x test and y test samples is (2340, 129) (2340,) (586, 129) (586,) respectively Test Accuracy for above sample is: 0.840 Details of samples with 0.9 ratio size of x train, y train, x test and y test samples is (156, 129) (156,) (1411, 129) (1411,) respectively Test Accuracy for above sample is: 0.899
# Lets try using all the models and find the best one for our data set
from sklearn.naive_bayes import GaussianNB
from sklearn.tree import DecisionTreeClassifier
from sklearn.neighbors import KNeighborsClassifier
from sklearn.svm import SVC
from sklearn.svm import SVR
from sklearn.ensemble import RandomForestClassifier
from sklearn.ensemble import BaggingClassifier
from sklearn.ensemble import AdaBoostClassifier
from sklearn.ensemble import GradientBoostingClassifier
models = []
models.append(('GaussianNaiveBayes', GaussianNB()))
models.append(('DecisionTreeClassifier', DecisionTreeClassifier()))
models.append(('KNeighborsClassifier', KNeighborsClassifier()))
models.append(('SVC', SVC()))
models.append(('RandomForestClassifier', RandomForestClassifier()))
models.append(('BaggingClassifier', BaggingClassifier()))
models.append(('AdaBoostClassifier', AdaBoostClassifier()))
models.append(('GradientBoostingClassifier', GradientBoostingClassifier()))
Accuracy = []
recall = []
MName = []
for name, model in models:
#stratified_kfold_CV_all = StratifiedKFold(n_splits = 10, random_state = 1)
#StatifiedKF_results_all = cross_val_score(model, X_train_sc_res,y_train_sc_res, cv = stratified_kfold_CV)
name = model.fit(X_train_sc_res,y_train_sc_res)
#results.append(StatifiedKF_results_all)
#names.append(name)
#print("%s: %f (%f)" % (name, StatifiedKF_results_all.mean(), StatifiedKF_results_all.std()))
# Prediction on of test data
y_pred = name.predict(X_test_sc)
score = name.score(X_test_sc, y_test_sc)
Accuracy.append(score)
MName.append(str(name))
recall.append(metrics.recall_score(y_test_sc, y_pred))
# Let's measure the accuracy of this model's prediction
print('\n\nAccuracy of the ', name,'model is', score*100)
#We can see that models performance is increased due to scaled values
print('\nClassification Report:')
print(metrics.classification_report(y_test_sc, y_pred))
print('\n Confusion Matrix:')
cm = plot_confusion_matrix(name,X_test_sc,y_test_sc)
print (cm)
plt.show()
Accuracy of the GaussianNB() model is 53.71549893842887
Classification Report:
precision recall f1-score support
-1 0.94 0.54 0.68 439
1 0.07 0.50 0.13 32
accuracy 0.54 471
macro avg 0.51 0.52 0.41 471
weighted avg 0.88 0.54 0.65 471
Confusion Matrix:
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x000001ECD99952E0>
Accuracy of the DecisionTreeClassifier() model is 77.07006369426752
Classification Report:
precision recall f1-score support
-1 0.94 0.81 0.87 439
1 0.09 0.25 0.13 32
accuracy 0.77 471
macro avg 0.51 0.53 0.50 471
weighted avg 0.88 0.77 0.82 471
Confusion Matrix:
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x000001ECD98D1E50>
Accuracy of the KNeighborsClassifier() model is 45.22292993630573
Classification Report:
precision recall f1-score support
-1 0.96 0.43 0.59 439
1 0.09 0.78 0.16 32
accuracy 0.45 471
macro avg 0.53 0.60 0.38 471
weighted avg 0.90 0.45 0.56 471
Confusion Matrix:
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x000001ECD99952E0>
Accuracy of the SVC() model is 93.41825902335457
Classification Report:
precision recall f1-score support
-1 0.94 1.00 0.97 439
1 0.60 0.09 0.16 32
accuracy 0.93 471
macro avg 0.77 0.54 0.56 471
weighted avg 0.91 0.93 0.91 471
Confusion Matrix:
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x000001ECD9F59640>
Accuracy of the RandomForestClassifier() model is 92.1443736730361
Classification Report:
precision recall f1-score support
-1 0.93 0.99 0.96 439
1 0.14 0.03 0.05 32
accuracy 0.92 471
macro avg 0.54 0.51 0.51 471
weighted avg 0.88 0.92 0.90 471
Confusion Matrix:
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x000001ECD9F5E040>
Accuracy of the BaggingClassifier() model is 87.04883227176221
Classification Report:
precision recall f1-score support
-1 0.93 0.93 0.93 439
1 0.06 0.06 0.06 32
accuracy 0.87 471
macro avg 0.50 0.50 0.50 471
weighted avg 0.87 0.87 0.87 471
Confusion Matrix:
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x000001ECDA2D7550>
Accuracy of the AdaBoostClassifier() model is 80.67940552016985
Classification Report:
precision recall f1-score support
-1 0.94 0.84 0.89 439
1 0.13 0.31 0.18 32
accuracy 0.81 471
macro avg 0.54 0.58 0.54 471
weighted avg 0.89 0.81 0.84 471
Confusion Matrix:
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x000001ECD9F59F10>
Accuracy of the GradientBoostingClassifier() model is 86.62420382165605
Classification Report:
precision recall f1-score support
-1 0.94 0.92 0.93 439
1 0.12 0.16 0.14 32
accuracy 0.87 471
macro avg 0.53 0.54 0.53 471
weighted avg 0.88 0.87 0.87 471
Confusion Matrix:
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x000001ECDA2D7430>
df = pd.DataFrame()
df['Model_Name'] = MName
df['Accuracy'] = Accuracy
df['Recall'] = recall
print (df)
plt.plot(Accuracy,'g*', label = 'Accuracy')
plt.plot(recall,'ro', label = 'Recall')
plt.legend()
plt.show()
Model_Name Accuracy Recall 0 GaussianNB() 0.537155 0.50000 1 DecisionTreeClassifier() 0.770701 0.25000 2 KNeighborsClassifier() 0.452229 0.78125 3 SVC() 0.934183 0.09375 4 RandomForestClassifier() 0.921444 0.03125 5 BaggingClassifier() 0.870488 0.06250 6 AdaBoostClassifier() 0.806794 0.31250 7 GradientBoostingClassifier() 0.866242 0.15625
We can see that SVC, RandomForestClassifier, BaggingClassifier,AdaBoostClassifier and GradientBoostingClassifier performs better with Accuracy more than 80%, however when it comes in inferencing how much conductors will fail KNN model is out performing all other models.
Hence with agreement with SME, If the agreement is for having highest accuracy in predicting correct conductors we can choose SVC model and if the agreement is for having a model which will prioritize identitfying fail conductors against identifying pass conductors, we will choose KNN model
So lets search for the best hyper parameter for above two models and see if the performance is enhanced or not
# Lets define hyper parameter
# specify parameters and distributions to sample from
SVC_param = {"kernel" : ['linear', 'poly', 'rbf', 'sigmoid'],
"gamma" : ['scale', 'auto']}
# run Grid search
grid_search = GridSearchCV(SVC(), param_grid=SVC_param)
grid_search.fit(X_train_sc_res,y_train_sc_res)
print('Parameters suggested for SVC as per Grid search CV', grid_search.best_params_)
print('Accuracy for best SVC as per Grid search CV', grid_search.best_score_)
Parameters suggested for SVC as per Grid search CV {'gamma': 'auto', 'kernel': 'rbf'}
Accuracy for best SVC as per Grid search CV 0.9921855805355119
KNN_param = {'n_neighbors': list(range(1,9)),
'algorithm': ('auto', 'ball_tree', 'kd_tree' , 'brute') }
# run Grid search
knn_grid_search = GridSearchCV(KNeighborsClassifier(), param_grid=KNN_param)
knn_grid_search.fit(X_train_sc_res,y_train_sc_res)
print('Parameters suggested for Random Forest as per Grid search CV', knn_grid_search.best_params_)
print('Accuracy for best Random Forest as per Grid search CV', knn_grid_search.best_score_)
Parameters suggested for Random Forest as per Grid search CV {'algorithm': 'auto', 'n_neighbors': 2}
Accuracy for best Random Forest as per Grid search CV 0.8193464130240324
So we have best hyper parameters for both SVC and KNN models
Lets create both models individually and check the classificaiton report respectively for the future data set
supersvc = SVC(gamma= 'auto', kernel= 'rbf')
supersvc.fit(X_train_sc_res,y_train_sc_res)
# Prediction on of test data
y_pred = supersvc.predict(X_test_sc)
supersvc_score = supersvc.score(X_test_sc, y_test_sc)
# Let's measure the accuracy of this model's prediction
print('Accuracy of the SVC model is', supersvc_score*100)
#We can see that models performance is increased due to scaled values
print('\n\n Classification Report:')
print(metrics.classification_report(y_test_sc, y_pred))
print('\n\n Confusion Matrix:')
print(plot_confusion_matrix(supersvc,X_test_sc,y_test_sc))
Accuracy of the SVC model is 93.20594479830149
Classification Report:
precision recall f1-score support
-1 0.93 1.00 0.96 439
1 0.50 0.03 0.06 32
accuracy 0.93 471
macro avg 0.72 0.51 0.51 471
weighted avg 0.90 0.93 0.90 471
Confusion Matrix:
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x000001ECDAB8E3A0>
super_KNN = KNeighborsClassifier(algorithm= 'auto', n_neighbors =2)
super_KNN.fit(X_train_sc_res,y_train_sc_res)
# Prediction on of test data
y_pred = super_KNN.predict(X_test_sc)
super_KNN_score = super_KNN.score(X_test_sc, y_test_sc)
# Let's measure the accuracy of this model's prediction
print('Accuracy of the KNN model is', super_KNN_score*100)
#We can see that models performance is increased due to scaled values
print('\n\n Classification Report:')
print(metrics.classification_report(y_test_sc, y_pred))
print('\n\n Confusion Matrix:')
print(plot_confusion_matrix(super_KNN,X_test_sc,y_test_sc))
Accuracy of the KNN model is 66.45435244161358
Classification Report:
precision recall f1-score support
-1 0.94 0.69 0.79 439
1 0.08 0.38 0.13 32
accuracy 0.66 471
macro avg 0.51 0.53 0.46 471
weighted avg 0.88 0.66 0.75 471
Confusion Matrix:
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x000001ECD64CE490>
We can see that performance of SVC even after searching the best hyper parameters is maintained to 93%. However, performance for KNN model with hyper tuning is reduced w.r.t its prime motive of predicting fail conductors, hence we can choose not to hypertune KNN model and use it in automode completely.
Importing Future data set and predicting target variable for this data set
future_data = pd.read_excel('Future_predictions.xlsx')
future_data.shape
(18, 591)
future_data.isnull().sum().sum()
520
future_x = future_data.drop(labels = 'Time', axis = 1)
# Reducing to top 75 supporting features
RFmodel = RandomForestClassifier(bootstrap= True, criterion= 'gini', max_depth= None)
RFmodel.fit(x,y)
RFmodel.feature_importances_
array([0.01250188, 0.00454851, 0.01183385, 0.00427229, 0.00749766,
0.00578184, 0.00845835, 0.00474512, 0.01213856, 0.00758788,
0.00650453, 0.00616132, 0.00598408, 0.01353885, 0.00610327,
0.00707871, 0.00343864, 0.00950082, 0.01052765, 0.00760384,
0.02825403, 0.00658387, 0.00812971, 0.01224884, 0.02043785,
0.01813056, 0.0055625 , 0.0125629 , 0.00728728, 0.01048659,
0.00788983, 0.00682033, 0.0106956 , 0.00562919, 0.00750529,
0.00726998, 0.0049119 , 0.00681966, 0.00515747, 0.00533573,
0.00882911, 0.00745891, 0.00389374, 0.00842129, 0.00625526,
0.00405232, 0.01011734, 0.00671884, 0.00498824, 0.00489368,
0.00731516, 0.0040101 , 0.00473903, 0.00693572, 0.00580328,
0.00771801, 0.00839137, 0.0105377 , 0.00905314, 0.0065213 ,
0.00662652, 0.00977543, 0.01106865, 0.00597724, 0.00789563,
0.00913616, 0.00619166, 0.00755363, 0.00768448, 0.00591651,
0.00536885, 0.00777953, 0.00517977, 0.00354475, 0.01054586,
0.00608641, 0.01500123, 0.01002834, 0.00866269, 0.00584775,
0.00888806, 0.00946957, 0.00494864, 0.00679646, 0.00818519,
0.01087528, 0.00781509, 0.00617515, 0.00508439, 0.00600275,
0.00808108, 0.00472966, 0.01048855, 0. , 0.00769813,
0.00572246, 0.00598348, 0.0035884 , 0.00589246, 0.00620396,
0.00679405, 0.00741007, 0.00446738, 0.00910528, 0.01139281,
0.00666362, 0.00366073, 0.00645957, 0.0137689 , 0.0043151 ,
0.00652834, 0.00870401, 0.00139057, 0.00910181, 0.0057988 ,
0.00463887, 0.00507055, 0.00796042, 0.00841738, 0.0102278 ,
0.01564326, 0.00972442, 0.00564035, 0.00884027, 0.01169355,
0.01080784, 0.00440848, 0.00775433, 0.00493128])
imp_features = np.argsort(RFmodel.feature_importances_)[0:84]
future_x_reduced = future_x[imp_features]
future_x_reduced.head()
| 93 | 112 | 16 | 73 | 97 | 106 | 42 | 51 | 45 | 3 | 109 | 126 | 102 | 1 | 115 | 91 | 52 | 7 | 49 | 36 | 128 | 82 | 48 | 116 | 88 | 38 | 72 | 39 | 70 | 26 | 33 | 122 | 95 | 5 | 114 | 54 | 79 | 98 | 69 | 63 | 96 | 12 | 89 | 75 | 14 | 11 | 87 | 66 | 99 | 44 | 107 | 10 | 59 | 110 | 21 | 60 | 105 | 47 | 100 | 83 | 37 | 31 | 53 | 15 | 35 | 28 | 50 | 101 | 41 | 4 | 34 | 67 | 9 | 19 | 68 | 94 | 55 | 127 | 71 | 86 | 30 | 64 | 117 | 90 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.0001 | NaN | 10.0433 | NaN | 0 | 0.0000 | 70 | 218.3174 | 130.3691 | 1411.1265 | NaN | 3.353 | 0.1350 | 2564.00 | 748.6115 | -0.3274 | 0 | 0.1242 | 1 | 49.3830 | 3.188 | -0.0044 | 141.2282 | 0.9908 | 1747.6049 | 86.9555 | NaN | 117.5132 | 608.1700 | 1.7730 | 9.5126 | 2.639 | 0.0003 | 100 | 0 | 4.841 | -0.0083 | 0.3974 | 1 | 16.1445 | -0.2786 | 202.4396 | 0.1841 | 0.0126 | 7.9558 | 0.9455 | 0.9690 | 693.7724 | -0.0251 | 10.1841 | -0.2468 | -0.0034 | -1.7264 | NaN | -5419.00 | 350.9264 | 0.0056 | 1.3072 | 0.0002 | 7.2163 | 66.3141 | 3.5191 | 4.592 | 414.8710 | 64.2588 | 64.2333 | 624.3145 | 0.0002 | 4.515 | 1.3602 | 50.6170 | 0.9226 | 0.0162 | 12.5190 | 148.6009 | 0.0001 | 2834 | 0.4098 | 84.0793 | 2.3895 | 0.1632 | 21.7264 | 58.4306 | 8671.9301 |
| 1 | 0.0000 | NaN | 9.2599 | NaN | 0 | 0.0000 | 70 | 205.1695 | 133.1727 | 1463.6606 | NaN | 2.771 | -0.0752 | 2465.14 | 731.2517 | 0.1455 | 0 | 0.1247 | 1 | 49.3404 | 3.272 | 0.0017 | 145.8445 | 0.9902 | 1931.6464 | 87.5241 | NaN | 118.1188 | 620.3582 | 2.0143 | 9.7997 | 2.541 | 0.0001 | 100 | 0 | 4.842 | -0.0358 | -0.9353 | 1 | 10.9036 | 0.5854 | 200.5470 | 0.1874 | -0.0039 | 10.1548 | 0.9627 | 0.9894 | 697.1964 | -0.0158 | 10.0373 | 0.0772 | -0.0148 | 0.8073 | NaN | -5441.50 | 352.0073 | 0.0015 | 1.2887 | -0.0004 | 6.8043 | 64.9193 | 3.4171 | 4.590 | 414.7347 | 64.2828 | 68.4222 | 631.2618 | -0.0004 | 2.773 | 0.8294 | 50.6596 | 1.1598 | -0.0005 | 12.4608 | 154.3709 | -0.0005 | 2853 | 0.4138 | 82.3494 | 2.3754 | 0.2102 | 19.1927 | 58.6680 | 8407.0299 |
| 2 | -0.0013 | 0.4684 | 9.3144 | 485.2665 | 0 | 0.0013 | 70 | 185.7574 | 131.8027 | 1698.0172 | NaN | 3.094 | 0.0134 | 2559.94 | 718.5777 | 0.0553 | 0 | 0.1241 | 1 | 49.8470 | 3.272 | 0.0287 | 141.0845 | 0.9899 | 1685.8514 | 84.7327 | 140.6972 | 118.6128 | 625.9636 | 2.0295 | 8.6590 | 2.882 | 0.0002 | 100 | 0 | 4.748 | -0.0054 | -0.1427 | 1 | 11.3019 | -0.1343 | 202.0179 | 0.1497 | -0.0078 | 9.5157 | 0.9615 | 0.9880 | 710.5095 | 0.1218 | 9.8783 | -0.0301 | 0.0013 | 23.8245 | NaN | -5447.75 | 364.5364 | -0.0006 | 1.2992 | 0.0006 | 7.1041 | 65.8389 | 3.5986 | 4.486 | 416.7075 | 64.1114 | 67.1333 | 637.2655 | -0.0001 | 5.434 | 1.5102 | 50.1530 | 0.8694 | 0.0041 | 12.5404 | 145.8000 | 0.0000 | 2936 | 0.4777 | 84.7681 | 2.4532 | 0.1734 | 16.1755 | 58.4808 | 9317.1698 |
| 3 | -0.0021 | 0.4647 | 9.6924 | 464.9735 | 0 | 0.0021 | 70 | 189.9079 | 131.8027 | 909.7926 | NaN | 2.480 | -0.0699 | 2479.90 | 709.0867 | 0.0697 | 0 | 0.1217 | 1 | 49.4900 | 3.119 | 0.0277 | 142.5427 | 0.9906 | 1752.0968 | 86.6867 | 160.3210 | 117.0442 | 625.2945 | 2.0038 | 8.6789 | 3.132 | 0.0002 | 100 | 0 | 4.748 | 0.0676 | 0.0177 | 1 | 13.5597 | 0.0411 | 201.8482 | 0.1958 | -0.0555 | 9.6052 | 0.9629 | 0.9904 | 710.4043 | -0.0195 | 9.9305 | -0.0483 | -0.0033 | 24.3791 | NaN | -5468.25 | 361.4582 | 0.0003 | 1.3027 | -0.0002 | 7.5925 | 65.1951 | 3.3813 | 4.486 | 422.2894 | 64.1125 | 62.9333 | 637.3727 | 0.0000 | 1.279 | 1.3204 | 50.5100 | 0.9761 | -0.0124 | 12.4782 | 147.6545 | -0.0001 | 2936 | 0.5176 | 70.2289 | 2.4004 | 0.2071 | 15.6209 | 58.6635 | 8205.7000 |
| 4 | -0.0001 | NaN | 10.3387 | NaN | 0 | 0.0000 | 70 | 233.5491 | 176.3136 | 1326.5200 | NaN | 3.027 | 0.0696 | 2502.87 | 796.5950 | 0.0448 | 0 | 0.1235 | 1 | 49.7520 | 3.299 | -0.0048 | 138.0882 | 0.9908 | 1828.3846 | 86.1468 | NaN | 121.4364 | 645.7636 | 1.9912 | 8.7677 | 3.148 | -0.0001 | 100 | 0 | 4.894 | 0.0034 | -0.6704 | 1 | 21.9782 | 0.2189 | 201.9424 | 0.1829 | -0.0534 | 10.5661 | 0.9569 | 0.9902 | 745.6025 | -0.0167 | 10.4091 | -0.0799 | -0.0072 | -12.2945 | NaN | -5476.25 | 355.0809 | 0.0078 | 1.0341 | 0.0004 | 7.5017 | 66.1542 | 3.2728 | 4.624 | 420.5925 | 64.1511 | 62.8333 | 667.7418 | -0.0003 | 2.209 | 1.5334 | 50.2480 | 0.9256 | -0.0031 | 12.4735 | 146.6636 | -0.0001 | 2865 | 0.5328 | 65.8417 | 2.4530 | 0.2696 | 32.2945 | 58.3858 | 9014.4600 |
future_x_reduced.describe().T
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| 93 | 18.0 | -0.000883 | 0.001360 | -0.0033 | -0.001800 | -0.00085 | -0.000100 | 0.0018 |
| 112 | 11.0 | 0.464391 | 0.004575 | 0.4564 | 0.461150 | 0.46470 | 0.466750 | 0.4727 |
| 16 | 18.0 | 9.738322 | 0.387699 | 9.1999 | 9.436200 | 9.69850 | 10.032225 | 10.4109 |
| 73 | 8.0 | 469.437937 | 6.680888 | 464.2860 | 465.804650 | 468.06705 | 469.301075 | 485.2665 |
| 97 | 18.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 106 | 18.0 | 0.000933 | 0.001272 | -0.0019 | 0.000000 | 0.00085 | 0.001775 | 0.0033 |
| 42 | 18.0 | 70.000000 | 0.000000 | 70.0000 | 70.000000 | 70.00000 | 70.000000 | 70.0000 |
| 51 | 18.0 | 190.206028 | 45.206035 | 112.7524 | 152.852575 | 198.06390 | 217.976500 | 255.6310 |
| 45 | 18.0 | 139.672172 | 11.478393 | 120.2818 | 132.552300 | 139.79000 | 142.599300 | 176.3136 |
| 3 | 18.0 | 1200.046806 | 255.818978 | 877.6266 | 1004.469200 | 1152.30130 | 1389.974875 | 1698.0172 |
| 109 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 126 | 18.0 | 2.800000 | 0.214799 | 2.4800 | 2.645000 | 2.77050 | 2.854000 | 3.3530 |
| 102 | 18.0 | 0.020028 | 0.061977 | -0.0752 | -0.010250 | 0.00910 | 0.049775 | 0.1638 |
| 1 | 18.0 | 2526.248889 | 70.409195 | 2428.3700 | 2479.525000 | 2523.53000 | 2560.637500 | 2690.1500 |
| 115 | 18.0 | 742.226317 | 42.219709 | 636.9547 | 726.798325 | 748.32585 | 767.609250 | 806.2734 |
| 91 | 18.0 | -0.027594 | 0.115585 | -0.3274 | -0.091900 | -0.00500 | 0.044100 | 0.1455 |
| 52 | 18.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 7 | 18.0 | 0.122056 | 0.002388 | 0.1185 | 0.119950 | 0.12230 | 0.124075 | 0.1257 |
| 49 | 18.0 | 1.000000 | 0.000000 | 1.0000 | 1.000000 | 1.00000 | 1.000000 | 1.0000 |
| 36 | 18.0 | 49.628617 | 0.186347 | 49.3404 | 49.495175 | 49.55155 | 49.810100 | 49.9405 |
| 128 | 18.0 | 3.280167 | 0.101508 | 3.1190 | 3.207000 | 3.27200 | 3.362000 | 3.4420 |
| 82 | 18.0 | 0.011356 | 0.031623 | -0.1003 | 0.001025 | 0.02405 | 0.028775 | 0.0356 |
| 48 | 18.0 | 139.389994 | 3.023645 | 136.0836 | 137.266150 | 138.15270 | 140.843150 | 146.4855 |
| 116 | 18.0 | 0.988294 | 0.006531 | 0.9692 | 0.990200 | 0.99055 | 0.990775 | 0.9911 |
| 88 | 18.0 | 1773.365767 | 75.059770 | 1632.3120 | 1720.881125 | 1764.71245 | 1827.816225 | 1931.6464 |
| 38 | 18.0 | 86.740378 | 0.946658 | 84.7327 | 86.447825 | 86.74930 | 87.009350 | 88.3312 |
| 72 | 8.0 | 157.012075 | 9.026895 | 140.6972 | 151.653225 | 158.88595 | 161.117125 | 170.5815 |
| 39 | 18.0 | 118.255900 | 1.757665 | 116.5360 | 117.137900 | 117.63820 | 118.523750 | 122.0886 |
| 70 | 18.0 | 627.287767 | 10.565195 | 608.1700 | 619.602050 | 626.75225 | 635.602050 | 645.7636 |
| 26 | 18.0 | 1.667467 | 0.468792 | 0.4390 | 1.770000 | 1.78010 | 2.000650 | 2.0295 |
| 33 | 18.0 | 9.064589 | 0.420413 | 8.5762 | 8.691400 | 8.96300 | 9.434625 | 9.7997 |
| 122 | 18.0 | 2.806500 | 0.362844 | 2.2700 | 2.549500 | 2.77150 | 3.144000 | 3.2630 |
| 95 | 18.0 | 0.000128 | 0.000102 | -0.0001 | 0.000100 | 0.00015 | 0.000200 | 0.0003 |
| 5 | 18.0 | 100.000000 | 0.000000 | 100.0000 | 100.000000 | 100.00000 | 100.000000 | 100.0000 |
| 114 | 18.0 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.00000 | 0.000000 | 0.0000 |
| 54 | 18.0 | 4.854056 | 0.068076 | 4.7480 | 4.814250 | 4.86800 | 4.915000 | 4.9310 |
| 79 | 18.0 | 0.005017 | 0.031852 | -0.0423 | -0.007575 | 0.00000 | 0.008650 | 0.0676 |
| 98 | 18.0 | -0.111244 | 0.406094 | -0.9353 | -0.216500 | -0.10710 | 0.097575 | 0.6241 |
| 69 | 18.0 | 1.000000 | 0.000000 | 1.0000 | 1.000000 | 1.00000 | 1.000000 | 1.0000 |
| 63 | 18.0 | 11.059100 | 4.154847 | 5.5936 | 8.108725 | 10.56545 | 12.715000 | 21.9782 |
| 96 | 18.0 | 0.036689 | 0.202023 | -0.3062 | -0.044325 | 0.02935 | 0.139050 | 0.5854 |
| 12 | 18.0 | 201.648722 | 6.842171 | 192.9787 | 200.490750 | 201.98015 | 202.344475 | 226.0086 |
| 89 | 18.0 | 0.325056 | 0.402583 | 0.1497 | 0.172900 | 0.19045 | 0.203150 | 1.4727 |
| 75 | 18.0 | -0.010433 | 0.020641 | -0.0555 | -0.017800 | -0.00970 | 0.001650 | 0.0227 |
| 14 | 18.0 | 10.437922 | 1.684240 | 7.9558 | 9.210225 | 9.88440 | 12.099525 | 13.6872 |
| 11 | 18.0 | 0.955267 | 0.008500 | 0.9433 | 0.946150 | 0.95865 | 0.961575 | 0.9699 |
| 87 | 18.0 | 0.981283 | 0.010189 | 0.9642 | 0.969125 | 0.98815 | 0.989300 | 0.9906 |
| 66 | 18.0 | 714.938828 | 14.263917 | 693.7724 | 704.799750 | 712.57435 | 727.037275 | 745.6025 |
| 99 | 18.0 | 0.008739 | 0.045102 | -0.0419 | -0.018800 | -0.00510 | 0.020450 | 0.1218 |
| 44 | 18.0 | 9.959256 | 0.202864 | 9.7235 | 9.793700 | 9.91795 | 10.055825 | 10.4091 |
| 107 | 18.0 | -0.038622 | 0.112880 | -0.2601 | -0.072000 | -0.02260 | 0.027925 | 0.1359 |
| 10 | 18.0 | -0.001594 | 0.008882 | -0.0154 | -0.005875 | -0.00290 | 0.001300 | 0.0216 |
| 59 | 18.0 | 13.809850 | 14.968587 | -12.2945 | -0.692700 | 21.52180 | 26.505225 | 29.1309 |
| 110 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 21 | 18.0 | -5018.138889 | 1354.173579 | -6154.0000 | -5721.062500 | -5458.00000 | -5367.000000 | -1431.5000 |
| 60 | 18.0 | 358.418494 | 5.352772 | 350.9264 | 352.345875 | 360.18955 | 362.942075 | 365.0464 |
| 105 | 18.0 | 0.000867 | 0.003325 | -0.0052 | -0.000750 | 0.00025 | 0.002650 | 0.0078 |
| 47 | 18.0 | 1.141200 | 0.153443 | 0.8974 | 0.976875 | 1.19310 | 1.260575 | 1.3072 |
| 100 | 18.0 | 0.000061 | 0.000366 | -0.0004 | -0.000200 | 0.00005 | 0.000300 | 0.0008 |
| 83 | 18.0 | 7.308333 | 0.562315 | 6.2166 | 6.879250 | 7.49290 | 7.582850 | 8.4126 |
| 37 | 18.0 | 65.855422 | 0.587223 | 64.9193 | 65.195100 | 66.10835 | 66.327675 | 66.5050 |
| 31 | 18.0 | 3.489156 | 0.084033 | 3.2728 | 3.459175 | 3.50480 | 3.521450 | 3.6651 |
| 53 | 18.0 | 4.590944 | 0.056058 | 4.4860 | 4.563750 | 4.60800 | 4.636000 | 4.6470 |
| 15 | 18.0 | 417.363083 | 5.290284 | 408.4017 | 414.365625 | 416.29635 | 420.562525 | 428.9826 |
| 35 | 18.0 | 64.149456 | 0.151875 | 63.8294 | 64.096625 | 64.13180 | 64.240675 | 64.4021 |
| 28 | 18.0 | 64.335794 | 2.741885 | 60.2444 | 62.575000 | 63.36670 | 67.108300 | 68.7111 |
| 50 | 18.0 | 637.241556 | 10.886987 | 621.4300 | 630.275450 | 637.50815 | 640.137250 | 667.7418 |
| 101 | 18.0 | -0.000050 | 0.000195 | -0.0004 | -0.000100 | -0.00005 | 0.000075 | 0.0003 |
| 41 | 18.0 | 3.227389 | 1.281761 | 1.2790 | 2.324500 | 3.12050 | 3.951500 | 5.4340 |
| 4 | 18.0 | 1.208883 | 0.284415 | 0.7884 | 0.871025 | 1.32040 | 1.395000 | 1.5334 |
| 34 | 18.0 | 50.371394 | 0.186354 | 50.0595 | 50.189900 | 50.44850 | 50.504825 | 50.6596 |
| 67 | 18.0 | 0.959961 | 0.078151 | 0.8692 | 0.911575 | 0.93570 | 0.992575 | 1.1598 |
| 9 | 18.0 | 0.003572 | 0.017393 | -0.0270 | -0.010075 | 0.01275 | 0.016125 | 0.0250 |
| 19 | 18.0 | 12.388433 | 0.421946 | 10.7029 | 12.461150 | 12.47610 | 12.524475 | 12.5404 |
| 68 | 18.0 | 147.609500 | 3.522391 | 142.5155 | 144.621175 | 146.90225 | 150.183900 | 154.3709 |
| 94 | 18.0 | -0.000067 | 0.000146 | -0.0005 | -0.000100 | -0.00005 | 0.000000 | 0.0002 |
| 55 | 18.0 | 2875.166667 | 31.267818 | 2834.0000 | 2856.000000 | 2865.00000 | 2884.000000 | 2936.0000 |
| 127 | 18.0 | 0.451594 | 0.073217 | 0.3273 | 0.413800 | 0.46220 | 0.515800 | 0.5328 |
| 71 | 18.0 | 82.903950 | 17.276064 | 57.0841 | 70.264350 | 81.24785 | 90.316525 | 112.0904 |
| 86 | 18.0 | 2.402406 | 0.050233 | 2.2944 | 2.367525 | 2.40005 | 2.453150 | 2.4704 |
| 30 | 18.0 | 0.196739 | 0.030673 | 0.1394 | 0.176150 | 0.19840 | 0.209675 | 0.2696 |
| 64 | 18.0 | 18.412372 | 6.017118 | 10.8691 | 13.494775 | 17.63320 | 21.592975 | 32.2945 |
| 117 | 18.0 | 58.569439 | 0.720623 | 56.5635 | 58.443150 | 58.65975 | 58.811875 | 59.5776 |
| 90 | 18.0 | 8714.982761 | 428.395594 | 7869.7000 | 8502.547475 | 8730.71510 | 9079.080000 | 9317.1698 |
# We can see that many columns have too many null values, so columns which have null values more than 70% can be droppped
# as majority of the data is missing imputing and creating majority of the artificial data is of no use in above case
# SO columns having null values more than roughly 1000 can be dropped
counter = 0
for columns in future_x_reduced.columns:
if future_x_reduced[columns].isnull().sum() >= 15:
counter = counter + 1
print( columns , 'Column has', future_x_reduced[columns].isnull().sum() , ' null values, hence can be dropped')
del future_x_reduced[columns]
print('New shape of the data set after deleting above', counter ,' columns is', future_x_reduced.shape)
109 Column has 18 null values, hence can be dropped 110 Column has 18 null values, hence can be dropped New shape of the data set after deleting above 2 columns is (18, 82)
counter = 0
for columns in future_x_reduced.columns:
if future_x_reduced[columns].min() == future_x_reduced[columns].median() and future_x_reduced[columns].max() == future_x_reduced[columns].median():
counter = counter + 1
print( columns , 'Column has single value ', future_x_reduced[columns].median(), ', hence can be dropped')
del future_x_reduced[columns]
print('New shape of the data set after deleting above', counter ,' columns is', future_x_reduced.shape)
97 Column has single value 0.0 , hence can be dropped 42 Column has single value 70.0 , hence can be dropped 52 Column has single value 0.0 , hence can be dropped 49 Column has single value 1.0 , hence can be dropped 5 Column has single value 100.0 , hence can be dropped 114 Column has single value 0.0 , hence can be dropped 69 Column has single value 1.0 , hence can be dropped New shape of the data set after deleting above 7 columns is (18, 75)
future_x_reduced.isnull().sum().sum()
27
# Since we do not really know much about each particular feature, we will fill the null values with the mean value
#Replace blank valus with Nan values
future_x_reduced = future_x_reduced.replace('', np.nan)
#Replace the Null value with the mean value of each column
for columns in future_x_reduced.columns:
mean = future_x_reduced[columns].mean()
future_x_reduced[columns] = future_x_reduced[columns].fillna(mean)
future_x_reduced.isnull().sum().sum()
0
final_svc = SVC(gamma= 'auto', kernel= 'rbf')
final_svc.fit(X_train_sc_res,y_train_sc_res)
Future_PassFail_svc = final_svc.predict(future_x_reduced)
print ('Prediction on FUture data set with SVC model is\n',Future_PassFail_svc)
Prediction on FUture data set with SVC model is [-1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1]
final_KNN = KNeighborsClassifier()
final_KNN.fit(X_train_sc_res,y_train_sc_res)
Future_PassFail_knn = final_KNN.predict(future_x_reduced)
print('Prediction on Future data set with Random Forest model is\n',Future_PassFail_knn)
Prediction on Future data set with Random Forest model is [-1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1]
Conclusion and improvisation: